Monsoon research / Lubbock / September 2026

Lubbock Search Visibility: Google and AI

A descriptive pilot across 20 local business verticals. What appears in Google does not necessarily appear in an AI answer. This edition measures the differences across a fixed question set.

Descriptive pilot, not a business league table. Five prompts per vertical, ten repetitions. Automated evidence checks. Not peer reviewed. The full Index and recommendation rates are not released.

20Lubbock business verticals

100Distinct prompt pairs

6,000Selected observations

5,984Usable observations

Ten findings / The Lubbock snapshot

Being found is changing. Not uniformly.

Google visibility and AI visibility overlap, but they do not line up business for business or question for question.

01 / Business example

50/50 vs 0/49

A Google presence is not an AI presence

Gorilla Law Firm's domain appeared in the Google top ten in 50/50 sampled organic results. Its name matched 0/49 usable ChatGPT answers and 40/50 Claude answers.

Meaning, limits and evidence

Visibility needs to be checked by surface. This does not explain the cause or establish a business-wide absence.

gorilla / organic
gorilla / chatgpt
gorilla / claude

02 / Business example

50/50 vs 0/50

AI surfaces can name different businesses

CoNetrix matched 50/50 ChatGPT answers and 0/50 Claude answers in the managed IT prompt set.

Meaning, limits and evidence

A single AI platform cannot represent every platform. These configurations are not a consumer market-share sample.

conetrix / chatgpt
conetrix / claude

03 / Business example

49/50

Some businesses appear across both channels

Southwest Cleaning's domain appeared in 49/50 Google top tens. Its name matched 50/50 ChatGPT and 50/50 Perplexity answers.

Meaning, limits and evidence

This is an illustrative overlap case, not a category-winner claim or a recommendation rate.

southwest / organic
southwest / chatgpt
southwest / perplexity

04 / Observed pattern

66.5%

Yelp occupies much of the sampled Google front page

A Yelp domain appeared in 665/1000 sampled Google top tens and 809/1000 top twenties. Mobile and main domains are deduplicated within each result.

Meaning, limits and evidence

Discovery can take place inside a third-party result. Presence alone does not establish influence or an available placement.

yelp.com / top10
yelp.com / top20

05 / Observed pattern

57.4%

Facebook is a frequent organic discovery surface

Facebook domains appeared in 574/1000 sampled Google top tens and 785/1000 top twenties.

Meaning, limits and evidence

Social domains also appear in traditional search. These counts do not measure clicks, conversions or individual businesses.

facebook.com / top10
facebook.com / top20

06 / Observed pattern

96.0%

Tripadvisor is highly visible in hospitality searches

Tripadvisor appeared in 96/100 Google top tens across the five hotel and five restaurant prompts, each repeated ten times.

Meaning, limits and evidence

The observed pattern is specific to these hospitality intents, not every local industry.

tripadvisor / top10

07 / Observed pattern

608/1000

Google AI Overviews vary by vertical

Google returned AI Overview panels in 608/1000 organic observations. Foundation repair had 49/50, versus 11/50 for personal injury law. One returned panel had no answer text.

Meaning, limits and evidence

An AI Overview panel is not an additional independent search or proof that a business was cited.

aio / all
aio / foundation-repair
aio / personal-injury-law

08 / Observed pattern

250 vs 1

AI answers link different source ecosystems

BBB was answer-linked in 250/994 usable ChatGPT responses and 1/1000 Claude responses. Expertise appeared in 227/994 and 130/1000, respectively.

Meaning, limits and evidence

These are observed answer links, not the platforms' complete retrieval histories or proof that a source caused an answer.

bbb.org / chatgpt
bbb.org / claude
expertise.com / chatgpt
expertise.com / claude

09 / Observed pattern

10/10 vs 0/10

The question matters, even within one industry

Southwest Cleaning matched 10/10 Claude office-cleaning answers but 0/10 floor-care answers. It matched all ten floor-care answers on both ChatGPT and Perplexity.

Meaning, limits and evidence

A visibility gap in one sampled intent does not prove a service, content or capability deficiency.

southwest / cal-commercial-cleaning-1 / claude
southwest / cal-commercial-cleaning-5 / claude
southwest / cal-commercial-cleaning-5 / chatgpt
southwest / cal-commercial-cleaning-5 / perplexity

10 / Observed pattern

98.0% vs 88.6%

Repeated Maps sets were more consistent than organic sets

Mean within-prompt set overlap was 98.0% for Maps and 88.6% for organic results. The calculation includes 4,455 Maps and 4,500 organic response pairs.

Meaning, limits and evidence

Set overlap is not rank-order stability. Cache behavior and statistical independence are not established.

overlap / maps
overlap / organic

Examples are selected contrasts, not category winners. Ratios show detections / usable observations. Google measures top-ten domain appearances; AI examples measure specified name matches, not recommendations. The period, question set and platform configurations bound every finding.

One market / Different search experiences

Where Google returned an AI Overview

The share of sampled Google searches with an AI Overview panel differs across industries. This measures the presence of the panel, not which business it cited.

Vertical	Panels / searches	Observed share
Foundation Repair	49/50	98%
Veterinarians	49/50	98%
Commercial Cleaning	49/50	98%
Med Spas	48/50	96%
Managed IT / MSPs	46/50	92%
Roofing	40/50	80%
Restoration	40/50	80%
Primary Care / Urgent Care	40/50	80%
Senior Living / Assisted Living	40/50	80%
Electricians	30/50	60%
Property Management	27/50	54%
Real Estate	21/50	42%
Restaurants	21/50	42%
HVAC	19/50	38%
Plumbing	19/50	38%
Dentists	19/50	38%
Hotels	18/50	36%
Personal Injury Law	11/50	22%
Auto Repair	11/50	22%
Childcare / Daycare	11/50	22%

Each row covers only its five sampled questions. Differing question mixes mean these are descriptive counts, not controlled estimates of industry-wide AI adoption.

Which sources appear in AI answers?

The source ecosystem is part of the discovery story. Here are two illustrative domains, counted once per usable answer with an observed answer link.

Source domain	ChatGPT Search	Claude
bbb.org	250/994	1/1000
expertise.com	227/994	130/1000

Different access methods, unknown model identities and source metadata limit platform equivalence. These are link frequencies, not recommendations or the complete set of sources read by a model.

Research notes / Reproducible counts

Methodology and scope

This collection pairs five Google queries with five natural-language AI prompts in each of the 20 verticals. Each pair is repeated ten times on six configurations. Google AI Overview observations are derived from the organic requests, not purchased or counted as another independent platform.

Observation-led discovery is used instead of a preselected city business panel. The three business examples are selected contrasts with disclosed name/domain pairs. No population-wide mention share or overall business score is calculated.

Organic

One hit per usable response when the exact domain or explicitly grouped source-domain family appears at organic rank_group 1 to 10. Raw responses returned 17 to 20 organic results. Absolute mixed-SERP positions are not organic ranks.

Name examples

A specified, disclosed alias must appear as complete normalized tokens in answer prose, excluding URLs and displayed hostnames. Two separately implemented lexical matchers must agree. This checks calculation consistency, not semantic ground truth or all possible aliases.

Answer links

A source must be linked inline, referenced by a used Perplexity citation marker, or supplied as a Claude answer citation. Retrieval-only sources are excluded. Domains are deduplicated within each response.

Repetition

Jaccard overlap is intersection divided by union of returned place-ID sets for Maps (domain or title fallback where no ID exists) and domain sets for organic. Average within each prompt, then average eligible prompts equally. Empty/empty pairs and flagged responses are excluded. Order within the set is not measured. Maps set keys are SHA-256 hashes in the download, preserving set equality without publishing branch identities.

Audit trail

Every finding has numerator and denominator observation IDs. The downloadable fact projection preserves selected artifact hashes, status exclusions, exact prompt wording and returned model labels. Raw answers, private paths, contacts and general unreviewed entity rankings stay outside the release.

Collection and configurations

2026-09-09T16:11:24.911Z through 2026-09-10T16:48:26.720Z, UTC. Submitted and retrieved timestamps are in the fact export.

Surface	Planned / usable	Access	Recorded returned model
Google Organic	1000/1000	DataForSEO search results	Not an LLM
Google Maps	1000/990	DataForSEO search results	Not an LLM
ChatGPT Search	1000/994	DataForSEO scraped search experience	unknown: 981 / gpt-5-6: 19
Gemini	1000/1000	DataForSEO scraped search experience	3.5 Flash-Lite: 1000
Claude	1000/1000	model API	claude-haiku-4-5-20251001: 1000
Perplexity	1000/1000	model API	sonar: 1000

Recorded request controls

Unconfigured settings are unknown, not assumed defaults. These are recorded request controls, not guarantees about the consumer interface.

ChatGPT Search: request settings

location: United States
language: en
device: Not explicitly configured
os: Not explicitly configured
resultDepth: Not explicitly configured
maxOutputTokens: Not explicitly configured
temperature: Not explicitly configured
forceWebSearch: true
searchToolVersion: Not explicitly configured
maxSearchUses: Not explicitly configured
searchContextSize: Not explicitly configured
loadAsyncAiOverview: Not explicitly configured

Claude: request settings

location: Lubbock, Texas, US
language: Not explicitly configured
device: Not explicitly configured
os: Not explicitly configured
resultDepth: Not explicitly configured
maxOutputTokens: 2048
temperature: Not explicitly configured
forceWebSearch: Not explicitly configured
searchToolVersion: web_search_20250305
maxSearchUses: 1
searchContextSize: Not explicitly configured
loadAsyncAiOverview: Not explicitly configured

Gemini: request settings

location: Lubbock,Texas,United States
language: en
device: Not explicitly configured
os: Not explicitly configured
resultDepth: Not explicitly configured
maxOutputTokens: Not explicitly configured
temperature: Not explicitly configured
forceWebSearch: Not explicitly configured
searchToolVersion: Not explicitly configured
maxSearchUses: Not explicitly configured
searchContextSize: Not explicitly configured
loadAsyncAiOverview: Not explicitly configured

Google Maps: request settings

location: Lubbock,Texas,United States
language: en
device: Not explicitly configured
os: Not explicitly configured
resultDepth: 20
maxOutputTokens: Not explicitly configured
temperature: Not explicitly configured
forceWebSearch: Not explicitly configured
searchToolVersion: Not explicitly configured
maxSearchUses: Not explicitly configured
searchContextSize: Not explicitly configured
loadAsyncAiOverview: Not explicitly configured

Google Organic: request settings

location: Lubbock,Texas,United States
language: en
device: mobile
os: android
resultDepth: 20
maxOutputTokens: Not explicitly configured
temperature: Not explicitly configured
forceWebSearch: Not explicitly configured
searchToolVersion: Not explicitly configured
maxSearchUses: Not explicitly configured
searchContextSize: Not explicitly configured
loadAsyncAiOverview: true

Perplexity: request settings

location: Not explicitly configured; Lubbock in prompt
language: en
device: Not explicitly configured
os: Not explicitly configured
resultDepth: Not explicitly configured
maxOutputTokens: 2048
temperature: Not explicitly configured
forceWebSearch: Not explicitly configured
searchToolVersion: Not explicitly configured
maxSearchUses: Not explicitly configured
searchContextSize: low
loadAsyncAiOverview: Not explicitly configured

What automated validation establishes

All 6,000 normalized records pass structural and citation-anchor checks. Separately implemented name matchers agree on 599 usable responses for the three disclosed examples. A second set-overlap calculation reconciles the Maps and organic results. A 360-record computational check set excludes the earlier 120-record builder sample.

This establishes reproducible computation, not independent semantic accuracy. No human reviewer, peer review, precision score or recall score is claimed. Ambiguous company/branch identities, unreviewed recommendations and full-inventory leaderboards stay outside this edition.

Limitations

Five deliberately selected prompt pairs per vertical and ten repetitions. This pilot is not a census, a representative sample of consumers or a statewide index.
Collection window: September 9 to 10, 2026. Repetitions may share caches or other dependencies. No independence-based confidence intervals or significance claims are made.
Scraped ChatGPT/Gemini experiences and Claude/Perplexity APIs are different configurations. ChatGPT returned no model label for 981 of 1,000 observations. Returned labels are provider-reported, not independently verified.
Gemini supplied detectable answer links in 205 of 1,000 responses. Missing source metadata is unknown attribution, not evidence of no citations.
Six ChatGPT location-clarification answers and ten city-only Maps responses are retained but excluded from usable-result denominators. The Maps exclusions remove one whole wrongful-death query group.
Business examples are purposively selected contrasts. Matching specified names is not a validated full-inventory mention rate, recommendation or evidence of local service eligibility.
Validation is automated structural and computational checking, not human annotation, peer review or measured semantic precision/recall. Complete recommendation rates, business winners and branch-level league tables are withheld.
This descriptive pilot does not satisfy the existing provisional 15-prompt full vertical-release gate. That gate remains unchanged and the full index remains withheld.

Producer and conflicts

Monsoon commissioned and produced this research and sells SEO and AI-search visibility services. Examples were selected to illustrate observed contrasts, not randomly or by business quality. Client relationships across the discovered inventory have not been independently reconciled. No relationship or payment field is used in these counts. This is not an endorsement, paid placement ranking or independent academic study.

Future editions

A comparable new edition every 3 to 6 months, with separately authorized collection and a change log for prompts, configurations and methods. This edition cannot identify an up-and-coming business or a gain over time without a comparable earlier observation.

The exact questions

These paired wordings define the scope. Results should not be generalized beyond them.

Roofing: five prompt pairs

residential
Google: roof replacement contractors in Lubbock Texas
AI: Which roof replacement contractors should I consider in Lubbock, Texas?
cal-roofing-1
Exact wording on each configuration
ChatGPT Search: Which roof replacement contractors should I consider in Lubbock, Texas?
Claude: Which roof replacement contractors should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which roof replacement contractors should I consider in Lubbock, Texas?
Google Maps: roof replacement contractors in Lubbock Texas
Google Organic: roof replacement contractors in Lubbock Texas
Perplexity: Which roof replacement contractors should I consider in Lubbock, Texas?
residential
Google: roof leak repair companies in Lubbock Texas
AI: Which roof leak repair companies should I consider in Lubbock, Texas?
cal-roofing-2
Exact wording on each configuration
ChatGPT Search: Which roof leak repair companies should I consider in Lubbock, Texas?
Claude: Which roof leak repair companies should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which roof leak repair companies should I consider in Lubbock, Texas?
Google Maps: roof leak repair companies in Lubbock Texas
Google Organic: roof leak repair companies in Lubbock Texas
Perplexity: Which roof leak repair companies should I consider in Lubbock, Texas?
residential
Google: hail damage roof repair companies in Lubbock Texas
AI: Which hail damage roof repair companies should I consider in Lubbock, Texas?
cal-roofing-3
Exact wording on each configuration
ChatGPT Search: Which hail damage roof repair companies should I consider in Lubbock, Texas?
Claude: Which hail damage roof repair companies should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which hail damage roof repair companies should I consider in Lubbock, Texas?
Google Maps: hail damage roof repair companies in Lubbock Texas
Google Organic: hail damage roof repair companies in Lubbock Texas
Perplexity: Which hail damage roof repair companies should I consider in Lubbock, Texas?
residential
Google: metal roofing contractors in Lubbock Texas
AI: Which metal roofing contractors should I consider in Lubbock, Texas?
cal-roofing-4
Exact wording on each configuration
ChatGPT Search: Which metal roofing contractors should I consider in Lubbock, Texas?
Claude: Which metal roofing contractors should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which metal roofing contractors should I consider in Lubbock, Texas?
Google Maps: metal roofing contractors in Lubbock Texas
Google Organic: metal roofing contractors in Lubbock Texas
Perplexity: Which metal roofing contractors should I consider in Lubbock, Texas?
commercial
Google: commercial roofing contractors in Lubbock Texas
AI: Which commercial roofing contractors should I consider in Lubbock, Texas?
cal-roofing-5
Exact wording on each configuration
ChatGPT Search: Which commercial roofing contractors should I consider in Lubbock, Texas?
Claude: Which commercial roofing contractors should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which commercial roofing contractors should I consider in Lubbock, Texas?
Google Maps: commercial roofing contractors in Lubbock Texas
Google Organic: commercial roofing contractors in Lubbock Texas
Perplexity: Which commercial roofing contractors should I consider in Lubbock, Texas?

HVAC: five prompt pairs

residential
Google: air conditioning repair companies in Lubbock Texas
AI: Which air conditioning repair companies should I consider in Lubbock, Texas?
cal-hvac-1
Exact wording on each configuration
ChatGPT Search: Which air conditioning repair companies should I consider in Lubbock, Texas?
Claude: Which air conditioning repair companies should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which air conditioning repair companies should I consider in Lubbock, Texas?
Google Maps: air conditioning repair companies in Lubbock Texas
Google Organic: air conditioning repair companies in Lubbock Texas
Perplexity: Which air conditioning repair companies should I consider in Lubbock, Texas?
residential
Google: HVAC replacement companies in Lubbock Texas
AI: Which HVAC replacement companies should I consider in Lubbock, Texas?
cal-hvac-2
Exact wording on each configuration
ChatGPT Search: Which HVAC replacement companies should I consider in Lubbock, Texas?
Claude: Which HVAC replacement companies should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which HVAC replacement companies should I consider in Lubbock, Texas?
Google Maps: HVAC replacement companies in Lubbock Texas
Google Organic: HVAC replacement companies in Lubbock Texas
Perplexity: Which HVAC replacement companies should I consider in Lubbock, Texas?
residential
Google: heating repair companies in Lubbock Texas
AI: Which heating repair companies should I consider in Lubbock, Texas?
cal-hvac-3
Exact wording on each configuration
ChatGPT Search: Which heating repair companies should I consider in Lubbock, Texas?
Claude: Which heating repair companies should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which heating repair companies should I consider in Lubbock, Texas?
Google Maps: heating repair companies in Lubbock Texas
Google Organic: heating repair companies in Lubbock Texas
Perplexity: Which heating repair companies should I consider in Lubbock, Texas?
residential
Google: HVAC maintenance companies in Lubbock Texas
AI: Which HVAC maintenance companies should I consider in Lubbock, Texas?
cal-hvac-4
Exact wording on each configuration
ChatGPT Search: Which HVAC maintenance companies should I consider in Lubbock, Texas?
Claude: Which HVAC maintenance companies should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which HVAC maintenance companies should I consider in Lubbock, Texas?
Google Maps: HVAC maintenance companies in Lubbock Texas
Google Organic: HVAC maintenance companies in Lubbock Texas
Perplexity: Which HVAC maintenance companies should I consider in Lubbock, Texas?
commercial
Google: commercial HVAC contractors in Lubbock Texas
AI: Which commercial HVAC contractors should I consider in Lubbock, Texas?
cal-hvac-5
Exact wording on each configuration
ChatGPT Search: Which commercial HVAC contractors should I consider in Lubbock, Texas?
Claude: Which commercial HVAC contractors should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which commercial HVAC contractors should I consider in Lubbock, Texas?
Google Maps: commercial HVAC contractors in Lubbock Texas
Google Organic: commercial HVAC contractors in Lubbock Texas
Perplexity: Which commercial HVAC contractors should I consider in Lubbock, Texas?

Plumbing: five prompt pairs

residential
Google: emergency plumbers in Lubbock Texas
AI: Which emergency plumbers should I consider in Lubbock, Texas?
cal-plumbing-1
Exact wording on each configuration
ChatGPT Search: Which emergency plumbers should I consider in Lubbock, Texas?
Claude: Which emergency plumbers should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which emergency plumbers should I consider in Lubbock, Texas?
Google Maps: emergency plumbers in Lubbock Texas
Google Organic: emergency plumbers in Lubbock Texas
Perplexity: Which emergency plumbers should I consider in Lubbock, Texas?
residential
Google: water heater replacement companies in Lubbock Texas
AI: Which water heater replacement companies should I consider in Lubbock, Texas?
cal-plumbing-2
Exact wording on each configuration
ChatGPT Search: Which water heater replacement companies should I consider in Lubbock, Texas?
Claude: Which water heater replacement companies should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which water heater replacement companies should I consider in Lubbock, Texas?
Google Maps: water heater replacement companies in Lubbock Texas
Google Organic: water heater replacement companies in Lubbock Texas
Perplexity: Which water heater replacement companies should I consider in Lubbock, Texas?
residential
Google: drain cleaning companies in Lubbock Texas
AI: Which drain cleaning companies should I consider in Lubbock, Texas?
cal-plumbing-3
Exact wording on each configuration
ChatGPT Search: Which drain cleaning companies should I consider in Lubbock, Texas?
Claude: Which drain cleaning companies should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which drain cleaning companies should I consider in Lubbock, Texas?
Google Maps: drain cleaning companies in Lubbock Texas
Google Organic: drain cleaning companies in Lubbock Texas
Perplexity: Which drain cleaning companies should I consider in Lubbock, Texas?
residential
Google: sewer line repair companies in Lubbock Texas
AI: Which sewer line repair companies should I consider in Lubbock, Texas?
cal-plumbing-4
Exact wording on each configuration
ChatGPT Search: Which sewer line repair companies should I consider in Lubbock, Texas?
Claude: Which sewer line repair companies should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which sewer line repair companies should I consider in Lubbock, Texas?
Google Maps: sewer line repair companies in Lubbock Texas
Google Organic: sewer line repair companies in Lubbock Texas
Perplexity: Which sewer line repair companies should I consider in Lubbock, Texas?
commercial
Google: commercial plumbers in Lubbock Texas
AI: Which commercial plumbers should I consider in Lubbock, Texas?
cal-plumbing-5
Exact wording on each configuration
ChatGPT Search: Which commercial plumbers should I consider in Lubbock, Texas?
Claude: Which commercial plumbers should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which commercial plumbers should I consider in Lubbock, Texas?
Google Maps: commercial plumbers in Lubbock Texas
Google Organic: commercial plumbers in Lubbock Texas
Perplexity: Which commercial plumbers should I consider in Lubbock, Texas?

Electricians: five prompt pairs

residential
Google: residential electricians in Lubbock Texas
AI: Which residential electricians should I consider in Lubbock, Texas?
cal-electricians-1
Exact wording on each configuration
ChatGPT Search: Which residential electricians should I consider in Lubbock, Texas?
Claude: Which residential electricians should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which residential electricians should I consider in Lubbock, Texas?
Google Maps: residential electricians in Lubbock Texas
Google Organic: residential electricians in Lubbock Texas
Perplexity: Which residential electricians should I consider in Lubbock, Texas?
residential
Google: electrical panel replacement contractors in Lubbock Texas
AI: Which electrical panel replacement contractors should I consider in Lubbock, Texas?
cal-electricians-2
Exact wording on each configuration
ChatGPT Search: Which electrical panel replacement contractors should I consider in Lubbock, Texas?
Claude: Which electrical panel replacement contractors should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which electrical panel replacement contractors should I consider in Lubbock, Texas?
Google Maps: electrical panel replacement contractors in Lubbock Texas
Google Organic: electrical panel replacement contractors in Lubbock Texas
Perplexity: Which electrical panel replacement contractors should I consider in Lubbock, Texas?
residential
Google: EV charger installation electricians in Lubbock Texas
AI: Which EV charger installation electricians should I consider in Lubbock, Texas?
cal-electricians-3
Exact wording on each configuration
ChatGPT Search: Which EV charger installation electricians should I consider in Lubbock, Texas?
Claude: Which EV charger installation electricians should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which EV charger installation electricians should I consider in Lubbock, Texas?
Google Maps: EV charger installation electricians in Lubbock Texas
Google Organic: EV charger installation electricians in Lubbock Texas
Perplexity: Which EV charger installation electricians should I consider in Lubbock, Texas?
residential
Google: emergency electrical repair companies in Lubbock Texas
AI: Which emergency electrical repair companies should I consider in Lubbock, Texas?
cal-electricians-4
Exact wording on each configuration
ChatGPT Search: Which emergency electrical repair companies should I consider in Lubbock, Texas?
Claude: Which emergency electrical repair companies should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which emergency electrical repair companies should I consider in Lubbock, Texas?
Google Maps: emergency electrical repair companies in Lubbock Texas
Google Organic: emergency electrical repair companies in Lubbock Texas
Perplexity: Which emergency electrical repair companies should I consider in Lubbock, Texas?
commercial
Google: commercial electricians in Lubbock Texas
AI: Which commercial electricians should I consider in Lubbock, Texas?
cal-electricians-5
Exact wording on each configuration
ChatGPT Search: Which commercial electricians should I consider in Lubbock, Texas?
Claude: Which commercial electricians should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which commercial electricians should I consider in Lubbock, Texas?
Google Maps: commercial electricians in Lubbock Texas
Google Organic: commercial electricians in Lubbock Texas
Perplexity: Which commercial electricians should I consider in Lubbock, Texas?

Foundation Repair: five prompt pairs

residential
Google: house foundation repair companies in Lubbock Texas
AI: Which house foundation repair companies should I consider in Lubbock, Texas?
cal-foundation-repair-1
Exact wording on each configuration
ChatGPT Search: Which house foundation repair companies should I consider in Lubbock, Texas?
Claude: Which house foundation repair companies should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which house foundation repair companies should I consider in Lubbock, Texas?
Google Maps: house foundation repair companies in Lubbock Texas
Google Organic: house foundation repair companies in Lubbock Texas
Perplexity: Which house foundation repair companies should I consider in Lubbock, Texas?
residential
Google: slab foundation repair companies in Lubbock Texas
AI: Which slab foundation repair companies should I consider in Lubbock, Texas?
cal-foundation-repair-2
Exact wording on each configuration
ChatGPT Search: Which slab foundation repair companies should I consider in Lubbock, Texas?
Claude: Which slab foundation repair companies should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which slab foundation repair companies should I consider in Lubbock, Texas?
Google Maps: slab foundation repair companies in Lubbock Texas
Google Organic: slab foundation repair companies in Lubbock Texas
Perplexity: Which slab foundation repair companies should I consider in Lubbock, Texas?
residential
Google: pier and beam foundation repair companies in Lubbock Texas
AI: Which pier and beam foundation repair companies should I consider in Lubbock, Texas?
cal-foundation-repair-3
Exact wording on each configuration
ChatGPT Search: Which pier and beam foundation repair companies should I consider in Lubbock, Texas?
Claude: Which pier and beam foundation repair companies should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which pier and beam foundation repair companies should I consider in Lubbock, Texas?
Google Maps: pier and beam foundation repair companies in Lubbock Texas
Google Organic: pier and beam foundation repair companies in Lubbock Texas
Perplexity: Which pier and beam foundation repair companies should I consider in Lubbock, Texas?
residential
Google: foundation inspection companies in Lubbock Texas
AI: Which foundation inspection companies should I consider in Lubbock, Texas?
cal-foundation-repair-4
Exact wording on each configuration
ChatGPT Search: Which foundation inspection companies should I consider in Lubbock, Texas?
Claude: Which foundation inspection companies should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which foundation inspection companies should I consider in Lubbock, Texas?
Google Maps: foundation inspection companies in Lubbock Texas
Google Organic: foundation inspection companies in Lubbock Texas
Perplexity: Which foundation inspection companies should I consider in Lubbock, Texas?
commercial
Google: commercial foundation repair contractors in Lubbock Texas
AI: Which commercial foundation repair contractors should I consider in Lubbock, Texas?
cal-foundation-repair-5
Exact wording on each configuration
ChatGPT Search: Which commercial foundation repair contractors should I consider in Lubbock, Texas?
Claude: Which commercial foundation repair contractors should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which commercial foundation repair contractors should I consider in Lubbock, Texas?
Google Maps: commercial foundation repair contractors in Lubbock Texas
Google Organic: commercial foundation repair contractors in Lubbock Texas
Perplexity: Which commercial foundation repair contractors should I consider in Lubbock, Texas?

Restoration: five prompt pairs

water
Google: water damage restoration companies in Lubbock Texas
AI: Which water damage restoration companies should I consider in Lubbock, Texas?
cal-restoration-1
Exact wording on each configuration
ChatGPT Search: Which water damage restoration companies should I consider in Lubbock, Texas?
Claude: Which water damage restoration companies should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which water damage restoration companies should I consider in Lubbock, Texas?
Google Maps: water damage restoration companies in Lubbock Texas
Google Organic: water damage restoration companies in Lubbock Texas
Perplexity: Which water damage restoration companies should I consider in Lubbock, Texas?
fire
Google: fire and smoke damage restoration companies in Lubbock Texas
AI: Which fire and smoke damage restoration companies should I consider in Lubbock, Texas?
cal-restoration-2
Exact wording on each configuration
ChatGPT Search: Which fire and smoke damage restoration companies should I consider in Lubbock, Texas?
Claude: Which fire and smoke damage restoration companies should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which fire and smoke damage restoration companies should I consider in Lubbock, Texas?
Google Maps: fire and smoke damage restoration companies in Lubbock Texas
Google Organic: fire and smoke damage restoration companies in Lubbock Texas
Perplexity: Which fire and smoke damage restoration companies should I consider in Lubbock, Texas?
mold
Google: mold remediation companies in Lubbock Texas
AI: Which mold remediation companies should I consider in Lubbock, Texas?
cal-restoration-3
Exact wording on each configuration
ChatGPT Search: Which mold remediation companies should I consider in Lubbock, Texas?
Claude: Which mold remediation companies should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which mold remediation companies should I consider in Lubbock, Texas?
Google Maps: mold remediation companies in Lubbock Texas
Google Organic: mold remediation companies in Lubbock Texas
Perplexity: Which mold remediation companies should I consider in Lubbock, Texas?
water
Google: emergency water extraction companies in Lubbock Texas
AI: Which emergency water extraction companies should I consider in Lubbock, Texas?
cal-restoration-4
Exact wording on each configuration
ChatGPT Search: Which emergency water extraction companies should I consider in Lubbock, Texas?
Claude: Which emergency water extraction companies should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which emergency water extraction companies should I consider in Lubbock, Texas?
Google Maps: emergency water extraction companies in Lubbock Texas
Google Organic: emergency water extraction companies in Lubbock Texas
Perplexity: Which emergency water extraction companies should I consider in Lubbock, Texas?
commercial
Google: commercial property damage restoration companies in Lubbock Texas
AI: Which commercial property damage restoration companies should I consider in Lubbock, Texas?
cal-restoration-5
Exact wording on each configuration
ChatGPT Search: Which commercial property damage restoration companies should I consider in Lubbock, Texas?
Claude: Which commercial property damage restoration companies should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which commercial property damage restoration companies should I consider in Lubbock, Texas?
Google Maps: commercial property damage restoration companies in Lubbock Texas
Google Organic: commercial property damage restoration companies in Lubbock Texas
Perplexity: Which commercial property damage restoration companies should I consider in Lubbock, Texas?

Personal Injury Law: five prompt pairs

auto-injury
Google: car accident injury law firms in Lubbock Texas
AI: Which car accident injury law firms should I consider in Lubbock, Texas?
cal-personal-injury-law-1
Exact wording on each configuration
ChatGPT Search: Which car accident injury law firms should I consider in Lubbock, Texas?
Claude: Which car accident injury law firms should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which car accident injury law firms should I consider in Lubbock, Texas?
Google Maps: car accident injury law firms in Lubbock Texas
Google Organic: car accident injury law firms in Lubbock Texas
Perplexity: Which car accident injury law firms should I consider in Lubbock, Texas?
truck-injury
Google: truck accident injury law firms in Lubbock Texas
AI: Which truck accident injury law firms should I consider in Lubbock, Texas?
cal-personal-injury-law-2
Exact wording on each configuration
ChatGPT Search: Which truck accident injury law firms should I consider in Lubbock, Texas?
Claude: Which truck accident injury law firms should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which truck accident injury law firms should I consider in Lubbock, Texas?
Google Maps: truck accident injury law firms in Lubbock Texas
Google Organic: truck accident injury law firms in Lubbock Texas
Perplexity: Which truck accident injury law firms should I consider in Lubbock, Texas?
motorcycle-injury
Google: motorcycle accident injury law firms in Lubbock Texas
AI: Which motorcycle accident injury law firms should I consider in Lubbock, Texas?
cal-personal-injury-law-3
Exact wording on each configuration
ChatGPT Search: Which motorcycle accident injury law firms should I consider in Lubbock, Texas?
Claude: Which motorcycle accident injury law firms should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which motorcycle accident injury law firms should I consider in Lubbock, Texas?
Google Maps: motorcycle accident injury law firms in Lubbock Texas
Google Organic: motorcycle accident injury law firms in Lubbock Texas
Perplexity: Which motorcycle accident injury law firms should I consider in Lubbock, Texas?
premises-injury
Google: premises liability injury law firms in Lubbock Texas
AI: Which premises liability injury law firms should I consider in Lubbock, Texas?
cal-personal-injury-law-4
Exact wording on each configuration
ChatGPT Search: Which premises liability injury law firms should I consider in Lubbock, Texas?
Claude: Which premises liability injury law firms should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which premises liability injury law firms should I consider in Lubbock, Texas?
Google Maps: premises liability injury law firms in Lubbock Texas
Google Organic: premises liability injury law firms in Lubbock Texas
Perplexity: Which premises liability injury law firms should I consider in Lubbock, Texas?
wrongful-death
Google: wrongful death law firms in Lubbock Texas
AI: Which wrongful death law firms should I consider in Lubbock, Texas?
cal-personal-injury-law-5
Exact wording on each configuration
ChatGPT Search: Which wrongful death law firms should I consider in Lubbock, Texas?
Claude: Which wrongful death law firms should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which wrongful death law firms should I consider in Lubbock, Texas?
Google Maps: wrongful death law firms in Lubbock Texas
Google Organic: wrongful death law firms in Lubbock Texas
Perplexity: Which wrongful death law firms should I consider in Lubbock, Texas?

Dentists: five prompt pairs

general
Google: general dental practices in Lubbock Texas
AI: Which general dental practices should I consider in Lubbock, Texas?
cal-dentists-1
Exact wording on each configuration
ChatGPT Search: Which general dental practices should I consider in Lubbock, Texas?
Claude: Which general dental practices should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which general dental practices should I consider in Lubbock, Texas?
Google Maps: general dental practices in Lubbock Texas
Google Organic: general dental practices in Lubbock Texas
Perplexity: Which general dental practices should I consider in Lubbock, Texas?
general
Google: family dental practices accepting new patients in Lubbock Texas
AI: Which family dental practices accepting new patients should I consider in Lubbock, Texas?
cal-dentists-2
Exact wording on each configuration
ChatGPT Search: Which family dental practices accepting new patients should I consider in Lubbock, Texas?
Claude: Which family dental practices accepting new patients should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which family dental practices accepting new patients should I consider in Lubbock, Texas?
Google Maps: family dental practices accepting new patients in Lubbock Texas
Google Organic: family dental practices accepting new patients in Lubbock Texas
Perplexity: Which family dental practices accepting new patients should I consider in Lubbock, Texas?
general
Google: dental practices offering emergency appointments in Lubbock Texas
AI: Which dental practices offering emergency appointments should I consider in Lubbock, Texas?
cal-dentists-3
Exact wording on each configuration
ChatGPT Search: Which dental practices offering emergency appointments should I consider in Lubbock, Texas?
Claude: Which dental practices offering emergency appointments should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which dental practices offering emergency appointments should I consider in Lubbock, Texas?
Google Maps: dental practices offering emergency appointments in Lubbock Texas
Google Organic: dental practices offering emergency appointments in Lubbock Texas
Perplexity: Which dental practices offering emergency appointments should I consider in Lubbock, Texas?
orthodontics
Google: orthodontic practices in Lubbock Texas
AI: Which orthodontic practices should I consider in Lubbock, Texas?
cal-dentists-4
Exact wording on each configuration
ChatGPT Search: Which orthodontic practices should I consider in Lubbock, Texas?
Claude: Which orthodontic practices should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which orthodontic practices should I consider in Lubbock, Texas?
Google Maps: orthodontic practices in Lubbock Texas
Google Organic: orthodontic practices in Lubbock Texas
Perplexity: Which orthodontic practices should I consider in Lubbock, Texas?
pediatric
Google: pediatric dental practices in Lubbock Texas
AI: Which pediatric dental practices should I consider in Lubbock, Texas?
cal-dentists-5
Exact wording on each configuration
ChatGPT Search: Which pediatric dental practices should I consider in Lubbock, Texas?
Claude: Which pediatric dental practices should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which pediatric dental practices should I consider in Lubbock, Texas?
Google Maps: pediatric dental practices in Lubbock Texas
Google Organic: pediatric dental practices in Lubbock Texas
Perplexity: Which pediatric dental practices should I consider in Lubbock, Texas?

Med Spas: five prompt pairs

injectables
Google: medical spas offering cosmetic injectables in Lubbock Texas
AI: Which medical spas offering cosmetic injectables should I consider in Lubbock, Texas?
cal-med-spas-1
Exact wording on each configuration
ChatGPT Search: Which medical spas offering cosmetic injectables should I consider in Lubbock, Texas?
Claude: Which medical spas offering cosmetic injectables should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which medical spas offering cosmetic injectables should I consider in Lubbock, Texas?
Google Maps: medical spas offering cosmetic injectables in Lubbock Texas
Google Organic: medical spas offering cosmetic injectables in Lubbock Texas
Perplexity: Which medical spas offering cosmetic injectables should I consider in Lubbock, Texas?
laser
Google: medical spas offering laser hair removal in Lubbock Texas
AI: Which medical spas offering laser hair removal should I consider in Lubbock, Texas?
cal-med-spas-2
Exact wording on each configuration
ChatGPT Search: Which medical spas offering laser hair removal should I consider in Lubbock, Texas?
Claude: Which medical spas offering laser hair removal should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which medical spas offering laser hair removal should I consider in Lubbock, Texas?
Google Maps: medical spas offering laser hair removal in Lubbock Texas
Google Organic: medical spas offering laser hair removal in Lubbock Texas
Perplexity: Which medical spas offering laser hair removal should I consider in Lubbock, Texas?
skin
Google: medical spas offering skin resurfacing in Lubbock Texas
AI: Which medical spas offering skin resurfacing should I consider in Lubbock, Texas?
cal-med-spas-3
Exact wording on each configuration
ChatGPT Search: Which medical spas offering skin resurfacing should I consider in Lubbock, Texas?
Claude: Which medical spas offering skin resurfacing should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which medical spas offering skin resurfacing should I consider in Lubbock, Texas?
Google Maps: medical spas offering skin resurfacing in Lubbock Texas
Google Organic: medical spas offering skin resurfacing in Lubbock Texas
Perplexity: Which medical spas offering skin resurfacing should I consider in Lubbock, Texas?
consultation
Google: medical spas offering cosmetic consultations in Lubbock Texas
AI: Which medical spas offering cosmetic consultations should I consider in Lubbock, Texas?
cal-med-spas-4
Exact wording on each configuration
ChatGPT Search: Which medical spas offering cosmetic consultations should I consider in Lubbock, Texas?
Claude: Which medical spas offering cosmetic consultations should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which medical spas offering cosmetic consultations should I consider in Lubbock, Texas?
Google Maps: medical spas offering cosmetic consultations in Lubbock Texas
Google Organic: medical spas offering cosmetic consultations in Lubbock Texas
Perplexity: Which medical spas offering cosmetic consultations should I consider in Lubbock, Texas?
skin
Google: medical spas offering microneedling in Lubbock Texas
AI: Which medical spas offering microneedling should I consider in Lubbock, Texas?
cal-med-spas-5
Exact wording on each configuration
ChatGPT Search: Which medical spas offering microneedling should I consider in Lubbock, Texas?
Claude: Which medical spas offering microneedling should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which medical spas offering microneedling should I consider in Lubbock, Texas?
Google Maps: medical spas offering microneedling in Lubbock Texas
Google Organic: medical spas offering microneedling in Lubbock Texas
Perplexity: Which medical spas offering microneedling should I consider in Lubbock, Texas?

Primary Care / Urgent Care: five prompt pairs

primary
Google: primary care clinics accepting new patients in Lubbock Texas
AI: Which primary care clinics accepting new patients should I consider in Lubbock, Texas?
cal-primary-urgent-care-1
Exact wording on each configuration
ChatGPT Search: Which primary care clinics accepting new patients should I consider in Lubbock, Texas?
Claude: Which primary care clinics accepting new patients should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which primary care clinics accepting new patients should I consider in Lubbock, Texas?
Google Maps: primary care clinics accepting new patients in Lubbock Texas
Google Organic: primary care clinics accepting new patients in Lubbock Texas
Perplexity: Which primary care clinics accepting new patients should I consider in Lubbock, Texas?
primary
Google: family medicine clinics in Lubbock Texas
AI: Which family medicine clinics should I consider in Lubbock, Texas?
cal-primary-urgent-care-2
Exact wording on each configuration
ChatGPT Search: Which family medicine clinics should I consider in Lubbock, Texas?
Claude: Which family medicine clinics should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which family medicine clinics should I consider in Lubbock, Texas?
Google Maps: family medicine clinics in Lubbock Texas
Google Organic: family medicine clinics in Lubbock Texas
Perplexity: Which family medicine clinics should I consider in Lubbock, Texas?
primary
Google: primary care clinics offering annual checkups in Lubbock Texas
AI: Which primary care clinics offering annual checkups should I consider in Lubbock, Texas?
cal-primary-urgent-care-3
Exact wording on each configuration
ChatGPT Search: Which primary care clinics offering annual checkups should I consider in Lubbock, Texas?
Claude: Which primary care clinics offering annual checkups should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which primary care clinics offering annual checkups should I consider in Lubbock, Texas?
Google Maps: primary care clinics offering annual checkups in Lubbock Texas
Google Organic: primary care clinics offering annual checkups in Lubbock Texas
Perplexity: Which primary care clinics offering annual checkups should I consider in Lubbock, Texas?
urgent
Google: walk-in urgent care clinics in Lubbock Texas
AI: Which walk-in urgent care clinics should I consider in Lubbock, Texas?
cal-primary-urgent-care-4
Exact wording on each configuration
ChatGPT Search: Which walk-in urgent care clinics should I consider in Lubbock, Texas?
Claude: Which walk-in urgent care clinics should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which walk-in urgent care clinics should I consider in Lubbock, Texas?
Google Maps: walk-in urgent care clinics in Lubbock Texas
Google Organic: walk-in urgent care clinics in Lubbock Texas
Perplexity: Which walk-in urgent care clinics should I consider in Lubbock, Texas?
urgent
Google: urgent care clinics with evening hours in Lubbock Texas
AI: Which urgent care clinics with evening hours should I consider in Lubbock, Texas?
cal-primary-urgent-care-5
Exact wording on each configuration
ChatGPT Search: Which urgent care clinics with evening hours should I consider in Lubbock, Texas?
Claude: Which urgent care clinics with evening hours should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which urgent care clinics with evening hours should I consider in Lubbock, Texas?
Google Maps: urgent care clinics with evening hours in Lubbock Texas
Google Organic: urgent care clinics with evening hours in Lubbock Texas
Perplexity: Which urgent care clinics with evening hours should I consider in Lubbock, Texas?

Veterinarians: five prompt pairs

general-small-animal
Google: veterinary clinics for dogs and cats in Lubbock Texas
AI: Which veterinary clinics for dogs and cats should I consider in Lubbock, Texas?
cal-veterinarians-1
Exact wording on each configuration
ChatGPT Search: Which veterinary clinics for dogs and cats should I consider in Lubbock, Texas?
Claude: Which veterinary clinics for dogs and cats should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which veterinary clinics for dogs and cats should I consider in Lubbock, Texas?
Google Maps: veterinary clinics for dogs and cats in Lubbock Texas
Google Organic: veterinary clinics for dogs and cats in Lubbock Texas
Perplexity: Which veterinary clinics for dogs and cats should I consider in Lubbock, Texas?
general-small-animal
Google: veterinary clinics offering pet wellness exams in Lubbock Texas
AI: Which veterinary clinics offering pet wellness exams should I consider in Lubbock, Texas?
cal-veterinarians-2
Exact wording on each configuration
ChatGPT Search: Which veterinary clinics offering pet wellness exams should I consider in Lubbock, Texas?
Claude: Which veterinary clinics offering pet wellness exams should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which veterinary clinics offering pet wellness exams should I consider in Lubbock, Texas?
Google Maps: veterinary clinics offering pet wellness exams in Lubbock Texas
Google Organic: veterinary clinics offering pet wellness exams in Lubbock Texas
Perplexity: Which veterinary clinics offering pet wellness exams should I consider in Lubbock, Texas?
emergency-small-animal
Google: emergency veterinary clinics for dogs and cats in Lubbock Texas
AI: Which emergency veterinary clinics for dogs and cats should I consider in Lubbock, Texas?
cal-veterinarians-3
Exact wording on each configuration
ChatGPT Search: Which emergency veterinary clinics for dogs and cats should I consider in Lubbock, Texas?
Claude: Which emergency veterinary clinics for dogs and cats should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which emergency veterinary clinics for dogs and cats should I consider in Lubbock, Texas?
Google Maps: emergency veterinary clinics for dogs and cats in Lubbock Texas
Google Organic: emergency veterinary clinics for dogs and cats in Lubbock Texas
Perplexity: Which emergency veterinary clinics for dogs and cats should I consider in Lubbock, Texas?
general-small-animal
Google: veterinary clinics offering pet dental care in Lubbock Texas
AI: Which veterinary clinics offering pet dental care should I consider in Lubbock, Texas?
cal-veterinarians-4
Exact wording on each configuration
ChatGPT Search: Which veterinary clinics offering pet dental care should I consider in Lubbock, Texas?
Claude: Which veterinary clinics offering pet dental care should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which veterinary clinics offering pet dental care should I consider in Lubbock, Texas?
Google Maps: veterinary clinics offering pet dental care in Lubbock Texas
Google Organic: veterinary clinics offering pet dental care in Lubbock Texas
Perplexity: Which veterinary clinics offering pet dental care should I consider in Lubbock, Texas?
general-small-animal
Google: veterinary clinics accepting new patients in Lubbock Texas
AI: Which veterinary clinics accepting new patients should I consider in Lubbock, Texas?
cal-veterinarians-5
Exact wording on each configuration
ChatGPT Search: Which veterinary clinics accepting new patients should I consider in Lubbock, Texas?
Claude: Which veterinary clinics accepting new patients should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which veterinary clinics accepting new patients should I consider in Lubbock, Texas?
Google Maps: veterinary clinics accepting new patients in Lubbock Texas
Google Organic: veterinary clinics accepting new patients in Lubbock Texas
Perplexity: Which veterinary clinics accepting new patients should I consider in Lubbock, Texas?

Auto Repair: five prompt pairs

general
Google: auto repair shops in Lubbock Texas
AI: Which auto repair shops should I consider in Lubbock, Texas?
cal-auto-repair-1
Exact wording on each configuration
ChatGPT Search: Which auto repair shops should I consider in Lubbock, Texas?
Claude: Which auto repair shops should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which auto repair shops should I consider in Lubbock, Texas?
Google Maps: auto repair shops in Lubbock Texas
Google Organic: auto repair shops in Lubbock Texas
Perplexity: Which auto repair shops should I consider in Lubbock, Texas?
brakes
Google: brake repair shops in Lubbock Texas
AI: Which brake repair shops should I consider in Lubbock, Texas?
cal-auto-repair-2
Exact wording on each configuration
ChatGPT Search: Which brake repair shops should I consider in Lubbock, Texas?
Claude: Which brake repair shops should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which brake repair shops should I consider in Lubbock, Texas?
Google Maps: brake repair shops in Lubbock Texas
Google Organic: brake repair shops in Lubbock Texas
Perplexity: Which brake repair shops should I consider in Lubbock, Texas?
diagnostics
Google: shops offering vehicle diagnostic services in Lubbock Texas
AI: Which shops offering vehicle diagnostic services should I consider in Lubbock, Texas?
cal-auto-repair-3
Exact wording on each configuration
ChatGPT Search: Which shops offering vehicle diagnostic services should I consider in Lubbock, Texas?
Claude: Which shops offering vehicle diagnostic services should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which shops offering vehicle diagnostic services should I consider in Lubbock, Texas?
Google Maps: shops offering vehicle diagnostic services in Lubbock Texas
Google Organic: shops offering vehicle diagnostic services in Lubbock Texas
Perplexity: Which shops offering vehicle diagnostic services should I consider in Lubbock, Texas?
transmission
Google: transmission repair shops in Lubbock Texas
AI: Which transmission repair shops should I consider in Lubbock, Texas?
cal-auto-repair-4
Exact wording on each configuration
ChatGPT Search: Which transmission repair shops should I consider in Lubbock, Texas?
Claude: Which transmission repair shops should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which transmission repair shops should I consider in Lubbock, Texas?
Google Maps: transmission repair shops in Lubbock Texas
Google Organic: transmission repair shops in Lubbock Texas
Perplexity: Which transmission repair shops should I consider in Lubbock, Texas?
air-conditioning
Google: car air conditioning repair shops in Lubbock Texas
AI: Which car air conditioning repair shops should I consider in Lubbock, Texas?
cal-auto-repair-5
Exact wording on each configuration
ChatGPT Search: Which car air conditioning repair shops should I consider in Lubbock, Texas?
Claude: Which car air conditioning repair shops should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which car air conditioning repair shops should I consider in Lubbock, Texas?
Google Maps: car air conditioning repair shops in Lubbock Texas
Google Organic: car air conditioning repair shops in Lubbock Texas
Perplexity: Which car air conditioning repair shops should I consider in Lubbock, Texas?

Real Estate: five prompt pairs

residential
Google: residential real estate brokerages in Lubbock Texas
AI: Which residential real estate brokerages should I consider in Lubbock, Texas?
cal-real-estate-1
Exact wording on each configuration
ChatGPT Search: Which residential real estate brokerages should I consider in Lubbock, Texas?
Claude: Which residential real estate brokerages should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which residential real estate brokerages should I consider in Lubbock, Texas?
Google Maps: residential real estate brokerages in Lubbock Texas
Google Organic: residential real estate brokerages in Lubbock Texas
Perplexity: Which residential real estate brokerages should I consider in Lubbock, Texas?
residential
Google: real estate brokerages helping first-time homebuyers in Lubbock Texas
AI: Which real estate brokerages helping first-time homebuyers should I consider in Lubbock, Texas?
cal-real-estate-2
Exact wording on each configuration
ChatGPT Search: Which real estate brokerages helping first-time homebuyers should I consider in Lubbock, Texas?
Claude: Which real estate brokerages helping first-time homebuyers should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which real estate brokerages helping first-time homebuyers should I consider in Lubbock, Texas?
Google Maps: real estate brokerages helping first-time homebuyers in Lubbock Texas
Google Organic: real estate brokerages helping first-time homebuyers in Lubbock Texas
Perplexity: Which real estate brokerages helping first-time homebuyers should I consider in Lubbock, Texas?
residential
Google: real estate brokerages helping homeowners sell in Lubbock Texas
AI: Which real estate brokerages helping homeowners sell should I consider in Lubbock, Texas?
cal-real-estate-3
Exact wording on each configuration
ChatGPT Search: Which real estate brokerages helping homeowners sell should I consider in Lubbock, Texas?
Claude: Which real estate brokerages helping homeowners sell should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which real estate brokerages helping homeowners sell should I consider in Lubbock, Texas?
Google Maps: real estate brokerages helping homeowners sell in Lubbock Texas
Google Organic: real estate brokerages helping homeowners sell in Lubbock Texas
Perplexity: Which real estate brokerages helping homeowners sell should I consider in Lubbock, Texas?
residential
Google: real estate brokerages offering relocation assistance in Lubbock Texas
AI: Which real estate brokerages offering relocation assistance should I consider in Lubbock, Texas?
cal-real-estate-4
Exact wording on each configuration
ChatGPT Search: Which real estate brokerages offering relocation assistance should I consider in Lubbock, Texas?
Claude: Which real estate brokerages offering relocation assistance should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which real estate brokerages offering relocation assistance should I consider in Lubbock, Texas?
Google Maps: real estate brokerages offering relocation assistance in Lubbock Texas
Google Organic: real estate brokerages offering relocation assistance in Lubbock Texas
Perplexity: Which real estate brokerages offering relocation assistance should I consider in Lubbock, Texas?
commercial
Google: commercial real estate brokerages in Lubbock Texas
AI: Which commercial real estate brokerages should I consider in Lubbock, Texas?
cal-real-estate-5
Exact wording on each configuration
ChatGPT Search: Which commercial real estate brokerages should I consider in Lubbock, Texas?
Claude: Which commercial real estate brokerages should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which commercial real estate brokerages should I consider in Lubbock, Texas?
Google Maps: commercial real estate brokerages in Lubbock Texas
Google Organic: commercial real estate brokerages in Lubbock Texas
Perplexity: Which commercial real estate brokerages should I consider in Lubbock, Texas?

Property Management: five prompt pairs

single-family
Google: single-family rental property management companies in Lubbock Texas
AI: Which single-family rental property management companies should I consider in Lubbock, Texas?
cal-property-management-1
Exact wording on each configuration
ChatGPT Search: Which single-family rental property management companies should I consider in Lubbock, Texas?
Claude: Which single-family rental property management companies should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which single-family rental property management companies should I consider in Lubbock, Texas?
Google Maps: single-family rental property management companies in Lubbock Texas
Google Organic: single-family rental property management companies in Lubbock Texas
Perplexity: Which single-family rental property management companies should I consider in Lubbock, Texas?
multifamily
Google: apartment property management companies in Lubbock Texas
AI: Which apartment property management companies should I consider in Lubbock, Texas?
cal-property-management-2
Exact wording on each configuration
ChatGPT Search: Which apartment property management companies should I consider in Lubbock, Texas?
Claude: Which apartment property management companies should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which apartment property management companies should I consider in Lubbock, Texas?
Google Maps: apartment property management companies in Lubbock Texas
Google Organic: apartment property management companies in Lubbock Texas
Perplexity: Which apartment property management companies should I consider in Lubbock, Texas?
commercial
Google: commercial property management companies in Lubbock Texas
AI: Which commercial property management companies should I consider in Lubbock, Texas?
cal-property-management-3
Exact wording on each configuration
ChatGPT Search: Which commercial property management companies should I consider in Lubbock, Texas?
Claude: Which commercial property management companies should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which commercial property management companies should I consider in Lubbock, Texas?
Google Maps: commercial property management companies in Lubbock Texas
Google Organic: commercial property management companies in Lubbock Texas
Perplexity: Which commercial property management companies should I consider in Lubbock, Texas?
single-family
Google: companies offering tenant placement for rental houses in Lubbock Texas
AI: Which companies offering tenant placement for rental houses should I consider in Lubbock, Texas?
cal-property-management-4
Exact wording on each configuration
ChatGPT Search: Which companies offering tenant placement for rental houses should I consider in Lubbock, Texas?
Claude: Which companies offering tenant placement for rental houses should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which companies offering tenant placement for rental houses should I consider in Lubbock, Texas?
Google Maps: companies offering tenant placement for rental houses in Lubbock Texas
Google Organic: companies offering tenant placement for rental houses in Lubbock Texas
Perplexity: Which companies offering tenant placement for rental houses should I consider in Lubbock, Texas?
association
Google: HOA management companies in Lubbock Texas
AI: Which HOA management companies should I consider in Lubbock, Texas?
cal-property-management-5
Exact wording on each configuration
ChatGPT Search: Which HOA management companies should I consider in Lubbock, Texas?
Claude: Which HOA management companies should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which HOA management companies should I consider in Lubbock, Texas?
Google Maps: HOA management companies in Lubbock Texas
Google Organic: HOA management companies in Lubbock Texas
Perplexity: Which HOA management companies should I consider in Lubbock, Texas?

Senior Living / Assisted Living: five prompt pairs

independent
Google: independent senior living communities in Lubbock Texas
AI: Which independent senior living communities should I consider in Lubbock, Texas?
cal-senior-living-1
Exact wording on each configuration
ChatGPT Search: Which independent senior living communities should I consider in Lubbock, Texas?
Claude: Which independent senior living communities should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which independent senior living communities should I consider in Lubbock, Texas?
Google Maps: independent senior living communities in Lubbock Texas
Google Organic: independent senior living communities in Lubbock Texas
Perplexity: Which independent senior living communities should I consider in Lubbock, Texas?
assisted
Google: assisted living communities in Lubbock Texas
AI: Which assisted living communities should I consider in Lubbock, Texas?
cal-senior-living-2
Exact wording on each configuration
ChatGPT Search: Which assisted living communities should I consider in Lubbock, Texas?
Claude: Which assisted living communities should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which assisted living communities should I consider in Lubbock, Texas?
Google Maps: assisted living communities in Lubbock Texas
Google Organic: assisted living communities in Lubbock Texas
Perplexity: Which assisted living communities should I consider in Lubbock, Texas?
memory
Google: memory care communities in Lubbock Texas
AI: Which memory care communities should I consider in Lubbock, Texas?
cal-senior-living-3
Exact wording on each configuration
ChatGPT Search: Which memory care communities should I consider in Lubbock, Texas?
Claude: Which memory care communities should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which memory care communities should I consider in Lubbock, Texas?
Google Maps: memory care communities in Lubbock Texas
Google Organic: memory care communities in Lubbock Texas
Perplexity: Which memory care communities should I consider in Lubbock, Texas?
assisted
Google: assisted living communities offering respite stays in Lubbock Texas
AI: Which assisted living communities offering respite stays should I consider in Lubbock, Texas?
cal-senior-living-4
Exact wording on each configuration
ChatGPT Search: Which assisted living communities offering respite stays should I consider in Lubbock, Texas?
Claude: Which assisted living communities offering respite stays should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which assisted living communities offering respite stays should I consider in Lubbock, Texas?
Google Maps: assisted living communities offering respite stays in Lubbock Texas
Google Organic: assisted living communities offering respite stays in Lubbock Texas
Perplexity: Which assisted living communities offering respite stays should I consider in Lubbock, Texas?
independent
Google: independent senior living communities with dining services in Lubbock Texas
AI: Which independent senior living communities with dining services should I consider in Lubbock, Texas?
cal-senior-living-5
Exact wording on each configuration
ChatGPT Search: Which independent senior living communities with dining services should I consider in Lubbock, Texas?
Claude: Which independent senior living communities with dining services should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which independent senior living communities with dining services should I consider in Lubbock, Texas?
Google Maps: independent senior living communities with dining services in Lubbock Texas
Google Organic: independent senior living communities with dining services in Lubbock Texas
Perplexity: Which independent senior living communities with dining services should I consider in Lubbock, Texas?

Childcare / Daycare: five prompt pairs

infant
Google: infant daycare providers in Lubbock Texas
AI: Which infant daycare providers should I consider in Lubbock, Texas?
cal-childcare-1
Exact wording on each configuration
ChatGPT Search: Which infant daycare providers should I consider in Lubbock, Texas?
Claude: Which infant daycare providers should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which infant daycare providers should I consider in Lubbock, Texas?
Google Maps: infant daycare providers in Lubbock Texas
Google Organic: infant daycare providers in Lubbock Texas
Perplexity: Which infant daycare providers should I consider in Lubbock, Texas?
toddler
Google: toddler daycare providers in Lubbock Texas
AI: Which toddler daycare providers should I consider in Lubbock, Texas?
cal-childcare-2
Exact wording on each configuration
ChatGPT Search: Which toddler daycare providers should I consider in Lubbock, Texas?
Claude: Which toddler daycare providers should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which toddler daycare providers should I consider in Lubbock, Texas?
Google Maps: toddler daycare providers in Lubbock Texas
Google Organic: toddler daycare providers in Lubbock Texas
Perplexity: Which toddler daycare providers should I consider in Lubbock, Texas?
preschool
Google: preschool childcare providers in Lubbock Texas
AI: Which preschool childcare providers should I consider in Lubbock, Texas?
cal-childcare-3
Exact wording on each configuration
ChatGPT Search: Which preschool childcare providers should I consider in Lubbock, Texas?
Claude: Which preschool childcare providers should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which preschool childcare providers should I consider in Lubbock, Texas?
Google Maps: preschool childcare providers in Lubbock Texas
Google Organic: preschool childcare providers in Lubbock Texas
Perplexity: Which preschool childcare providers should I consider in Lubbock, Texas?
school-age
Google: after-school childcare providers in Lubbock Texas
AI: Which after-school childcare providers should I consider in Lubbock, Texas?
cal-childcare-4
Exact wording on each configuration
ChatGPT Search: Which after-school childcare providers should I consider in Lubbock, Texas?
Claude: Which after-school childcare providers should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which after-school childcare providers should I consider in Lubbock, Texas?
Google Maps: after-school childcare providers in Lubbock Texas
Google Organic: after-school childcare providers in Lubbock Texas
Perplexity: Which after-school childcare providers should I consider in Lubbock, Texas?
extended-hours
Google: daycare providers offering extended hours in Lubbock Texas
AI: Which daycare providers offering extended hours should I consider in Lubbock, Texas?
cal-childcare-5
Exact wording on each configuration
ChatGPT Search: Which daycare providers offering extended hours should I consider in Lubbock, Texas?
Claude: Which daycare providers offering extended hours should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which daycare providers offering extended hours should I consider in Lubbock, Texas?
Google Maps: daycare providers offering extended hours in Lubbock Texas
Google Organic: daycare providers offering extended hours in Lubbock Texas
Perplexity: Which daycare providers offering extended hours should I consider in Lubbock, Texas?

Restaurants: five prompt pairs

mexican
Google: Mexican restaurants in Lubbock Texas
AI: Which Mexican restaurants should I consider in Lubbock, Texas?
cal-restaurants-1
Exact wording on each configuration
ChatGPT Search: Which Mexican restaurants should I consider in Lubbock, Texas?
Claude: Which Mexican restaurants should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which Mexican restaurants should I consider in Lubbock, Texas?
Google Maps: Mexican restaurants in Lubbock Texas
Google Organic: Mexican restaurants in Lubbock Texas
Perplexity: Which Mexican restaurants should I consider in Lubbock, Texas?
barbecue
Google: barbecue restaurants in Lubbock Texas
AI: Which barbecue restaurants should I consider in Lubbock, Texas?
cal-restaurants-2
Exact wording on each configuration
ChatGPT Search: Which barbecue restaurants should I consider in Lubbock, Texas?
Claude: Which barbecue restaurants should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which barbecue restaurants should I consider in Lubbock, Texas?
Google Maps: barbecue restaurants in Lubbock Texas
Google Organic: barbecue restaurants in Lubbock Texas
Perplexity: Which barbecue restaurants should I consider in Lubbock, Texas?
breakfast
Google: breakfast restaurants in Lubbock Texas
AI: Which breakfast restaurants should I consider in Lubbock, Texas?
cal-restaurants-3
Exact wording on each configuration
ChatGPT Search: Which breakfast restaurants should I consider in Lubbock, Texas?
Claude: Which breakfast restaurants should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which breakfast restaurants should I consider in Lubbock, Texas?
Google Maps: breakfast restaurants in Lubbock Texas
Google Organic: breakfast restaurants in Lubbock Texas
Perplexity: Which breakfast restaurants should I consider in Lubbock, Texas?
family
Google: family-friendly sit-down restaurants in Lubbock Texas
AI: Which family-friendly sit-down restaurants should I consider in Lubbock, Texas?
cal-restaurants-4
Exact wording on each configuration
ChatGPT Search: Which family-friendly sit-down restaurants should I consider in Lubbock, Texas?
Claude: Which family-friendly sit-down restaurants should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which family-friendly sit-down restaurants should I consider in Lubbock, Texas?
Google Maps: family-friendly sit-down restaurants in Lubbock Texas
Google Organic: family-friendly sit-down restaurants in Lubbock Texas
Perplexity: Which family-friendly sit-down restaurants should I consider in Lubbock, Texas?
occasion
Google: restaurants for a special-occasion dinner in Lubbock Texas
AI: Which restaurants for a special-occasion dinner should I consider in Lubbock, Texas?
cal-restaurants-5
Exact wording on each configuration
ChatGPT Search: Which restaurants for a special-occasion dinner should I consider in Lubbock, Texas?
Claude: Which restaurants for a special-occasion dinner should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which restaurants for a special-occasion dinner should I consider in Lubbock, Texas?
Google Maps: restaurants for a special-occasion dinner in Lubbock Texas
Google Organic: restaurants for a special-occasion dinner in Lubbock Texas
Perplexity: Which restaurants for a special-occasion dinner should I consider in Lubbock, Texas?

Hotels: five prompt pairs

business
Google: hotels for business travelers in Lubbock Texas
AI: Which hotels for business travelers should I consider in Lubbock, Texas?
cal-hotels-1
Exact wording on each configuration
ChatGPT Search: Which hotels for business travelers should I consider in Lubbock, Texas?
Claude: Which hotels for business travelers should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which hotels for business travelers should I consider in Lubbock, Texas?
Google Maps: hotels for business travelers in Lubbock Texas
Google Organic: hotels for business travelers in Lubbock Texas
Perplexity: Which hotels for business travelers should I consider in Lubbock, Texas?
extended-stay
Google: extended-stay hotels in Lubbock Texas
AI: Which extended-stay hotels should I consider in Lubbock, Texas?
cal-hotels-2
Exact wording on each configuration
ChatGPT Search: Which extended-stay hotels should I consider in Lubbock, Texas?
Claude: Which extended-stay hotels should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which extended-stay hotels should I consider in Lubbock, Texas?
Google Maps: extended-stay hotels in Lubbock Texas
Google Organic: extended-stay hotels in Lubbock Texas
Perplexity: Which extended-stay hotels should I consider in Lubbock, Texas?
pet-friendly
Google: pet-friendly hotels in Lubbock Texas
AI: Which pet-friendly hotels should I consider in Lubbock, Texas?
cal-hotels-3
Exact wording on each configuration
ChatGPT Search: Which pet-friendly hotels should I consider in Lubbock, Texas?
Claude: Which pet-friendly hotels should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which pet-friendly hotels should I consider in Lubbock, Texas?
Google Maps: pet-friendly hotels in Lubbock Texas
Google Organic: pet-friendly hotels in Lubbock Texas
Perplexity: Which pet-friendly hotels should I consider in Lubbock, Texas?
family
Google: hotels for families in Lubbock Texas
AI: Which hotels for families should I consider in Lubbock, Texas?
cal-hotels-4
Exact wording on each configuration
ChatGPT Search: Which hotels for families should I consider in Lubbock, Texas?
Claude: Which hotels for families should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which hotels for families should I consider in Lubbock, Texas?
Google Maps: hotels for families in Lubbock Texas
Google Organic: hotels for families in Lubbock Texas
Perplexity: Which hotels for families should I consider in Lubbock, Texas?
budget
Google: budget hotels in Lubbock Texas
AI: Which budget hotels should I consider in Lubbock, Texas?
cal-hotels-5
Exact wording on each configuration
ChatGPT Search: Which budget hotels should I consider in Lubbock, Texas?
Claude: Which budget hotels should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which budget hotels should I consider in Lubbock, Texas?
Google Maps: budget hotels in Lubbock Texas
Google Organic: budget hotels in Lubbock Texas
Perplexity: Which budget hotels should I consider in Lubbock, Texas?

Managed IT / MSPs: five prompt pairs

managed-services
Google: managed IT service providers for small businesses in Lubbock Texas
AI: Which managed IT service providers for small businesses should I consider in Lubbock, Texas?
cal-managed-it-1
Exact wording on each configuration
ChatGPT Search: Which managed IT service providers for small businesses should I consider in Lubbock, Texas?
Claude: Which managed IT service providers for small businesses should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which managed IT service providers for small businesses should I consider in Lubbock, Texas?
Google Maps: managed IT service providers for small businesses in Lubbock Texas
Google Organic: managed IT service providers for small businesses in Lubbock Texas
Perplexity: Which managed IT service providers for small businesses should I consider in Lubbock, Texas?
helpdesk
Google: business IT helpdesk providers in Lubbock Texas
AI: Which business IT helpdesk providers should I consider in Lubbock, Texas?
cal-managed-it-2
Exact wording on each configuration
ChatGPT Search: Which business IT helpdesk providers should I consider in Lubbock, Texas?
Claude: Which business IT helpdesk providers should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which business IT helpdesk providers should I consider in Lubbock, Texas?
Google Maps: business IT helpdesk providers in Lubbock Texas
Google Organic: business IT helpdesk providers in Lubbock Texas
Perplexity: Which business IT helpdesk providers should I consider in Lubbock, Texas?
cybersecurity
Google: managed cybersecurity service providers in Lubbock Texas
AI: Which managed cybersecurity service providers should I consider in Lubbock, Texas?
cal-managed-it-3
Exact wording on each configuration
ChatGPT Search: Which managed cybersecurity service providers should I consider in Lubbock, Texas?
Claude: Which managed cybersecurity service providers should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which managed cybersecurity service providers should I consider in Lubbock, Texas?
Google Maps: managed cybersecurity service providers in Lubbock Texas
Google Organic: managed cybersecurity service providers in Lubbock Texas
Perplexity: Which managed cybersecurity service providers should I consider in Lubbock, Texas?
cloud
Google: managed cloud IT service providers in Lubbock Texas
AI: Which managed cloud IT service providers should I consider in Lubbock, Texas?
cal-managed-it-4
Exact wording on each configuration
ChatGPT Search: Which managed cloud IT service providers should I consider in Lubbock, Texas?
Claude: Which managed cloud IT service providers should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which managed cloud IT service providers should I consider in Lubbock, Texas?
Google Maps: managed cloud IT service providers in Lubbock Texas
Google Organic: managed cloud IT service providers in Lubbock Texas
Perplexity: Which managed cloud IT service providers should I consider in Lubbock, Texas?
backup
Google: business backup and disaster recovery service providers in Lubbock Texas
AI: Which business backup and disaster recovery service providers should I consider in Lubbock, Texas?
cal-managed-it-5
Exact wording on each configuration
ChatGPT Search: Which business backup and disaster recovery service providers should I consider in Lubbock, Texas?
Claude: Which business backup and disaster recovery service providers should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which business backup and disaster recovery service providers should I consider in Lubbock, Texas?
Google Maps: business backup and disaster recovery service providers in Lubbock Texas
Google Organic: business backup and disaster recovery service providers in Lubbock Texas
Perplexity: Which business backup and disaster recovery service providers should I consider in Lubbock, Texas?

Commercial Cleaning: five prompt pairs

office
Google: office cleaning companies in Lubbock Texas
AI: Which office cleaning companies should I consider in Lubbock, Texas?
cal-commercial-cleaning-1
Exact wording on each configuration
ChatGPT Search: Which office cleaning companies should I consider in Lubbock, Texas?
Claude: Which office cleaning companies should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which office cleaning companies should I consider in Lubbock, Texas?
Google Maps: office cleaning companies in Lubbock Texas
Google Organic: office cleaning companies in Lubbock Texas
Perplexity: Which office cleaning companies should I consider in Lubbock, Texas?
janitorial
Google: commercial janitorial companies in Lubbock Texas
AI: Which commercial janitorial companies should I consider in Lubbock, Texas?
cal-commercial-cleaning-2
Exact wording on each configuration
ChatGPT Search: Which commercial janitorial companies should I consider in Lubbock, Texas?
Claude: Which commercial janitorial companies should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which commercial janitorial companies should I consider in Lubbock, Texas?
Google Maps: commercial janitorial companies in Lubbock Texas
Google Organic: commercial janitorial companies in Lubbock Texas
Perplexity: Which commercial janitorial companies should I consider in Lubbock, Texas?
medical-office
Google: medical office cleaning companies in Lubbock Texas
AI: Which medical office cleaning companies should I consider in Lubbock, Texas?
cal-commercial-cleaning-3
Exact wording on each configuration
ChatGPT Search: Which medical office cleaning companies should I consider in Lubbock, Texas?
Claude: Which medical office cleaning companies should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which medical office cleaning companies should I consider in Lubbock, Texas?
Google Maps: medical office cleaning companies in Lubbock Texas
Google Organic: medical office cleaning companies in Lubbock Texas
Perplexity: Which medical office cleaning companies should I consider in Lubbock, Texas?
post-construction
Google: commercial post-construction cleaning companies in Lubbock Texas
AI: Which commercial post-construction cleaning companies should I consider in Lubbock, Texas?
cal-commercial-cleaning-4
Exact wording on each configuration
ChatGPT Search: Which commercial post-construction cleaning companies should I consider in Lubbock, Texas?
Claude: Which commercial post-construction cleaning companies should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which commercial post-construction cleaning companies should I consider in Lubbock, Texas?
Google Maps: commercial post-construction cleaning companies in Lubbock Texas
Google Organic: commercial post-construction cleaning companies in Lubbock Texas
Perplexity: Which commercial post-construction cleaning companies should I consider in Lubbock, Texas?
floor-care
Google: commercial floor cleaning companies in Lubbock Texas
AI: Which commercial floor cleaning companies should I consider in Lubbock, Texas?
cal-commercial-cleaning-5
Exact wording on each configuration
ChatGPT Search: Which commercial floor cleaning companies should I consider in Lubbock, Texas?
Claude: Which commercial floor cleaning companies should I consider in Lubbock, Texas? Use web search for this controlled observation.
Gemini: Which commercial floor cleaning companies should I consider in Lubbock, Texas?
Google Maps: commercial floor cleaning companies in Lubbock Texas
Google Organic: commercial floor cleaning companies in Lubbock Texas
Perplexity: Which commercial floor cleaning companies should I consider in Lubbock, Texas?

Trace each finding

Every numerator has a defined denominator and recorded observation IDs. Complete eligible and excluded ID lists are included in the downloadable evidence ledger. A hash connects each observation to its privately retained source artifact.

yelp.com / top10: 665/1000

1000 planned observations. 1000 usable. 0 excluded.

665 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-auto-repair-1-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-auto-repair-2-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-auto-repair-3-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-auto-repair-4-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-auto-repair-5-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-1-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-3-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-4-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-5-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-dentists-1-google-organic-mobile

yelp.com / top20: 809/1000

1000 planned observations. 1000 usable. 0 excluded.

809 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-auto-repair-1-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-auto-repair-2-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-auto-repair-3-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-auto-repair-4-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-auto-repair-5-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-childcare-1-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-childcare-2-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-childcare-3-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-childcare-4-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-childcare-5-google-organic-mobile

facebook.com / top10: 574/1000

1000 planned observations. 1000 usable. 0 excluded.

574 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-auto-repair-1-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-auto-repair-2-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-auto-repair-3-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-auto-repair-4-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-auto-repair-5-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-childcare-1-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-childcare-2-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-childcare-3-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-childcare-4-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-childcare-5-google-organic-mobile

facebook.com / top20: 785/1000

1000 planned observations. 1000 usable. 0 excluded.

785 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-auto-repair-1-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-auto-repair-2-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-auto-repair-3-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-auto-repair-4-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-auto-repair-5-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-childcare-1-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-childcare-2-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-childcare-3-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-childcare-4-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-childcare-5-google-organic-mobile

tripadvisor / top10: 96/100

100 planned observations. 100 usable. 0 excluded.

96 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-hotels-1-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-hotels-2-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-hotels-3-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-hotels-4-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-restaurants-1-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-restaurants-2-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-restaurants-3-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-restaurants-4-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-restaurants-5-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-hotels-2-google-organic-mobile

aio / roofing: 40/50

50 planned observations. 50 usable. 0 excluded.

40 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-roofing-2-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-roofing-3-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-roofing-4-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-roofing-5-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-roofing-2-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-roofing-3-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-roofing-4-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-roofing-5-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-roofing-2-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-roofing-3-google-organic-mobile

aio / hvac: 19/50

50 planned observations. 50 usable. 0 excluded.

19 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-hvac-2-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-hvac-4-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-hvac-2-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-hvac-4-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-hvac-2-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-hvac-4-google-organic-mobile
lubbock-calibration-01-d2-b2-cal-hvac-2-google-organic-mobile
lubbock-calibration-01-d2-b2-cal-hvac-4-google-organic-mobile
lubbock-calibration-01-d3-b1-cal-hvac-2-google-organic-mobile
lubbock-calibration-01-d3-b1-cal-hvac-4-google-organic-mobile

aio / plumbing: 19/50

50 planned observations. 50 usable. 0 excluded.

19 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-plumbing-3-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-plumbing-4-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-plumbing-3-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-plumbing-4-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-plumbing-3-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-plumbing-4-google-organic-mobile
lubbock-calibration-01-d2-b2-cal-plumbing-3-google-organic-mobile
lubbock-calibration-01-d2-b2-cal-plumbing-4-google-organic-mobile
lubbock-calibration-01-d3-b1-cal-plumbing-3-google-organic-mobile
lubbock-calibration-01-d3-b1-cal-plumbing-4-google-organic-mobile

aio / electricians: 30/50

50 planned observations. 50 usable. 0 excluded.

30 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-electricians-2-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-electricians-3-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-electricians-4-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-electricians-2-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-electricians-3-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-electricians-4-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-electricians-2-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-electricians-3-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-electricians-4-google-organic-mobile
lubbock-calibration-01-d2-b2-cal-electricians-2-google-organic-mobile

aio / foundation-repair: 49/50

50 planned observations. 50 usable. 0 excluded.

49 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-foundation-repair-1-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-foundation-repair-2-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-foundation-repair-3-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-foundation-repair-4-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-foundation-repair-5-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-foundation-repair-1-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-foundation-repair-2-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-foundation-repair-3-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-foundation-repair-4-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-foundation-repair-5-google-organic-mobile

aio / restoration: 40/50

50 planned observations. 50 usable. 0 excluded.

40 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-restoration-1-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-restoration-2-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-restoration-4-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-restoration-5-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-restoration-1-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-restoration-2-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-restoration-4-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-restoration-5-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-restoration-1-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-restoration-2-google-organic-mobile

aio / personal-injury-law: 11/50

50 planned observations. 50 usable. 0 excluded.

11 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-personal-injury-law-5-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-personal-injury-law-5-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-personal-injury-law-5-google-organic-mobile
lubbock-calibration-01-d2-b2-cal-personal-injury-law-5-google-organic-mobile
lubbock-calibration-01-d3-b1-cal-personal-injury-law-5-google-organic-mobile
lubbock-calibration-01-d3-b2-cal-personal-injury-law-5-google-organic-mobile
lubbock-calibration-01-d4-b1-cal-personal-injury-law-5-google-organic-mobile
lubbock-calibration-01-d4-b2-cal-personal-injury-law-2-google-organic-mobile
lubbock-calibration-01-d4-b2-cal-personal-injury-law-5-google-organic-mobile
lubbock-calibration-01-d5-b1-cal-personal-injury-law-5-google-organic-mobile

aio / dentists: 19/50

50 planned observations. 50 usable. 0 excluded.

19 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-dentists-2-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-dentists-3-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-dentists-3-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-dentists-2-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-dentists-3-google-organic-mobile
lubbock-calibration-01-d2-b2-cal-dentists-2-google-organic-mobile
lubbock-calibration-01-d2-b2-cal-dentists-3-google-organic-mobile
lubbock-calibration-01-d3-b1-cal-dentists-2-google-organic-mobile
lubbock-calibration-01-d3-b1-cal-dentists-3-google-organic-mobile
lubbock-calibration-01-d3-b2-cal-dentists-2-google-organic-mobile

aio / med-spas: 48/50

50 planned observations. 50 usable. 0 excluded.

48 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-med-spas-1-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-med-spas-2-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-med-spas-3-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-med-spas-5-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-med-spas-1-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-med-spas-2-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-med-spas-3-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-med-spas-4-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-med-spas-5-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-med-spas-1-google-organic-mobile

aio / primary-urgent-care: 40/50

50 planned observations. 50 usable. 0 excluded.

40 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-primary-urgent-care-1-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-primary-urgent-care-3-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-primary-urgent-care-4-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-primary-urgent-care-5-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-primary-urgent-care-1-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-primary-urgent-care-3-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-primary-urgent-care-4-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-primary-urgent-care-5-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-primary-urgent-care-1-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-primary-urgent-care-3-google-organic-mobile

aio / veterinarians: 49/50

50 planned observations. 50 usable. 0 excluded.

49 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-veterinarians-2-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-veterinarians-3-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-veterinarians-4-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-veterinarians-5-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-veterinarians-1-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-veterinarians-2-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-veterinarians-3-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-veterinarians-4-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-veterinarians-5-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-veterinarians-1-google-organic-mobile

aio / auto-repair: 11/50

50 planned observations. 50 usable. 0 excluded.

11 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-auto-repair-3-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-auto-repair-3-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-auto-repair-3-google-organic-mobile
lubbock-calibration-01-d2-b2-cal-auto-repair-3-google-organic-mobile
lubbock-calibration-01-d3-b1-cal-auto-repair-3-google-organic-mobile
lubbock-calibration-01-d3-b2-cal-auto-repair-3-google-organic-mobile
lubbock-calibration-01-d4-b1-cal-auto-repair-3-google-organic-mobile
lubbock-calibration-01-d4-b2-cal-auto-repair-3-google-organic-mobile
lubbock-calibration-01-d5-b1-cal-auto-repair-3-google-organic-mobile
lubbock-calibration-01-d5-b1-cal-auto-repair-4-google-organic-mobile

aio / real-estate: 21/50

50 planned observations. 50 usable. 0 excluded.

21 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-real-estate-2-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-real-estate-3-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-real-estate-4-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-real-estate-4-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-real-estate-2-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-real-estate-4-google-organic-mobile
lubbock-calibration-01-d2-b2-cal-real-estate-2-google-organic-mobile
lubbock-calibration-01-d2-b2-cal-real-estate-4-google-organic-mobile
lubbock-calibration-01-d3-b1-cal-real-estate-2-google-organic-mobile
lubbock-calibration-01-d3-b1-cal-real-estate-3-google-organic-mobile

aio / property-management: 27/50

50 planned observations. 50 usable. 0 excluded.

27 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-property-management-1-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-property-management-4-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-property-management-5-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-property-management-1-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-property-management-4-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-property-management-5-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-property-management-1-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-property-management-5-google-organic-mobile
lubbock-calibration-01-d2-b2-cal-property-management-1-google-organic-mobile
lubbock-calibration-01-d2-b2-cal-property-management-4-google-organic-mobile

aio / senior-living: 40/50

50 planned observations. 50 usable. 0 excluded.

40 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-senior-living-1-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-senior-living-3-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-senior-living-4-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-senior-living-5-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-senior-living-1-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-senior-living-3-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-senior-living-4-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-senior-living-5-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-senior-living-1-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-senior-living-3-google-organic-mobile

aio / childcare: 11/50

50 planned observations. 50 usable. 0 excluded.

11 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-childcare-1-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-childcare-5-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-childcare-5-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-childcare-5-google-organic-mobile
lubbock-calibration-01-d2-b2-cal-childcare-5-google-organic-mobile
lubbock-calibration-01-d3-b1-cal-childcare-5-google-organic-mobile
lubbock-calibration-01-d3-b2-cal-childcare-5-google-organic-mobile
lubbock-calibration-01-d4-b1-cal-childcare-5-google-organic-mobile
lubbock-calibration-01-d4-b2-cal-childcare-5-google-organic-mobile
lubbock-calibration-01-d5-b1-cal-childcare-5-google-organic-mobile

aio / restaurants: 21/50

50 planned observations. 50 usable. 0 excluded.

21 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-restaurants-3-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-restaurants-4-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-restaurants-5-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-restaurants-4-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-restaurants-5-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-restaurants-4-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-restaurants-5-google-organic-mobile
lubbock-calibration-01-d2-b2-cal-restaurants-4-google-organic-mobile
lubbock-calibration-01-d2-b2-cal-restaurants-5-google-organic-mobile
lubbock-calibration-01-d3-b1-cal-restaurants-4-google-organic-mobile

aio / hotels: 18/50

50 planned observations. 50 usable. 0 excluded.

18 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-hotels-1-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-hotels-4-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-hotels-1-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-hotels-4-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-hotels-1-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-hotels-4-google-organic-mobile
lubbock-calibration-01-d2-b2-cal-hotels-1-google-organic-mobile
lubbock-calibration-01-d2-b2-cal-hotels-4-google-organic-mobile
lubbock-calibration-01-d3-b1-cal-hotels-1-google-organic-mobile
lubbock-calibration-01-d3-b1-cal-hotels-4-google-organic-mobile

aio / managed-it: 46/50

50 planned observations. 50 usable. 0 excluded.

46 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-managed-it-1-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-managed-it-2-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-managed-it-3-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-managed-it-4-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-managed-it-5-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-managed-it-1-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-managed-it-2-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-managed-it-3-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-managed-it-4-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-managed-it-1-google-organic-mobile

aio / commercial-cleaning: 49/50

50 planned observations. 50 usable. 0 excluded.

49 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-commercial-cleaning-1-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-2-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-3-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-5-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-commercial-cleaning-1-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-commercial-cleaning-2-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-commercial-cleaning-3-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-commercial-cleaning-4-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-commercial-cleaning-5-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-commercial-cleaning-1-google-organic-mobile

aio / all: 608/1000

1000 planned observations. 1000 usable. 0 excluded.

608 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-auto-repair-3-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-childcare-1-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-childcare-5-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-1-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-2-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-3-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-5-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-dentists-2-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-dentists-3-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-electricians-2-google-organic-mobile

bbb.org / chatgpt: 250/994

1000 planned observations. 994 usable. 6 excluded.

250 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-auto-repair-2-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b1-cal-auto-repair-5-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-1-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-2-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-5-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b1-cal-electricians-2-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b1-cal-electricians-4-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b1-cal-electricians-5-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b1-cal-foundation-repair-1-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b1-cal-foundation-repair-2-chatgpt-scraper-forced-search

bbb.org / claude: 1/1000

1000 planned observations. 1000 usable. 0 excluded.

1 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-roofing-4-claude-api-2048

expertise.com / chatgpt: 227/994

1000 planned observations. 994 usable. 6 excluded.

227 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-commercial-cleaning-1-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-2-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-5-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b1-cal-electricians-1-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b1-cal-electricians-2-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b1-cal-electricians-5-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b1-cal-hvac-1-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b1-cal-hvac-2-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b1-cal-hvac-3-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b1-cal-hvac-4-chatgpt-scraper-forced-search

expertise.com / claude: 130/1000

1000 planned observations. 1000 usable. 0 excluded.

130 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-commercial-cleaning-1-claude-api-2048
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-4-claude-api-2048
lubbock-calibration-01-d1-b1-cal-electricians-1-claude-api-2048
lubbock-calibration-01-d1-b1-cal-foundation-repair-4-claude-api-2048
lubbock-calibration-01-d1-b1-cal-hvac-3-claude-api-2048
lubbock-calibration-01-d1-b1-cal-hvac-4-claude-api-2048
lubbock-calibration-01-d1-b1-cal-personal-injury-law-2-claude-api-2048
lubbock-calibration-01-d1-b1-cal-property-management-1-claude-api-2048
lubbock-calibration-01-d1-b1-cal-property-management-2-claude-api-2048
lubbock-calibration-01-d1-b1-cal-property-management-3-claude-api-2048

gorilla / organic: 50/50

50 planned observations. 50 usable. 0 excluded.

50 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-personal-injury-law-1-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-personal-injury-law-2-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-personal-injury-law-3-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-personal-injury-law-4-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-personal-injury-law-5-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-personal-injury-law-1-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-personal-injury-law-2-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-personal-injury-law-3-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-personal-injury-law-4-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-personal-injury-law-5-google-organic-mobile

gorilla / chatgpt: 0/49

50 planned observations. 49 usable. 1 excluded.

0 supporting observations. First ten IDs:

No matching observation was detected among the eligible IDs. This is not proof of absence outside the sampled questions.

gorilla / claude: 40/50

50 planned observations. 50 usable. 0 excluded.

40 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-personal-injury-law-1-claude-api-2048
lubbock-calibration-01-d1-b1-cal-personal-injury-law-2-claude-api-2048
lubbock-calibration-01-d1-b1-cal-personal-injury-law-3-claude-api-2048
lubbock-calibration-01-d1-b1-cal-personal-injury-law-5-claude-api-2048
lubbock-calibration-01-d1-b2-cal-personal-injury-law-1-claude-api-2048
lubbock-calibration-01-d1-b2-cal-personal-injury-law-2-claude-api-2048
lubbock-calibration-01-d1-b2-cal-personal-injury-law-3-claude-api-2048
lubbock-calibration-01-d1-b2-cal-personal-injury-law-5-claude-api-2048
lubbock-calibration-01-d2-b1-cal-personal-injury-law-1-claude-api-2048
lubbock-calibration-01-d2-b1-cal-personal-injury-law-2-claude-api-2048

gorilla / perplexity: 24/50

50 planned observations. 50 usable. 0 excluded.

24 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-personal-injury-law-3-perplexity-sonar-low
lubbock-calibration-01-d1-b1-cal-personal-injury-law-5-perplexity-sonar-low
lubbock-calibration-01-d1-b2-cal-personal-injury-law-2-perplexity-sonar-low
lubbock-calibration-01-d1-b2-cal-personal-injury-law-3-perplexity-sonar-low
lubbock-calibration-01-d2-b1-cal-personal-injury-law-1-perplexity-sonar-low
lubbock-calibration-01-d2-b1-cal-personal-injury-law-2-perplexity-sonar-low
lubbock-calibration-01-d2-b1-cal-personal-injury-law-3-perplexity-sonar-low
lubbock-calibration-01-d2-b2-cal-personal-injury-law-1-perplexity-sonar-low
lubbock-calibration-01-d2-b2-cal-personal-injury-law-3-perplexity-sonar-low
lubbock-calibration-01-d3-b1-cal-personal-injury-law-3-perplexity-sonar-low

conetrix / organic: 33/50

50 planned observations. 50 usable. 0 excluded.

33 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-managed-it-1-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-managed-it-2-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-managed-it-4-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-managed-it-1-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-managed-it-2-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-managed-it-4-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-managed-it-1-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-managed-it-2-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-managed-it-3-google-organic-mobile
lubbock-calibration-01-d2-b1-cal-managed-it-4-google-organic-mobile

conetrix / chatgpt: 50/50

50 planned observations. 50 usable. 0 excluded.

50 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-managed-it-1-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b1-cal-managed-it-2-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b1-cal-managed-it-3-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b1-cal-managed-it-4-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b1-cal-managed-it-5-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b2-cal-managed-it-1-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b2-cal-managed-it-2-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b2-cal-managed-it-3-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b2-cal-managed-it-4-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b2-cal-managed-it-5-chatgpt-scraper-forced-search

conetrix / claude: 0/50

50 planned observations. 50 usable. 0 excluded.

0 supporting observations. First ten IDs:

No matching observation was detected among the eligible IDs. This is not proof of absence outside the sampled questions.

conetrix / perplexity: 23/50

50 planned observations. 50 usable. 0 excluded.

23 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-managed-it-1-perplexity-sonar-low
lubbock-calibration-01-d1-b1-cal-managed-it-2-perplexity-sonar-low
lubbock-calibration-01-d1-b2-cal-managed-it-1-perplexity-sonar-low
lubbock-calibration-01-d1-b2-cal-managed-it-2-perplexity-sonar-low
lubbock-calibration-01-d1-b2-cal-managed-it-3-perplexity-sonar-low
lubbock-calibration-01-d2-b1-cal-managed-it-1-perplexity-sonar-low
lubbock-calibration-01-d2-b1-cal-managed-it-2-perplexity-sonar-low
lubbock-calibration-01-d2-b1-cal-managed-it-3-perplexity-sonar-low
lubbock-calibration-01-d2-b2-cal-managed-it-1-perplexity-sonar-low
lubbock-calibration-01-d2-b2-cal-managed-it-2-perplexity-sonar-low

southwest / organic: 49/50

50 planned observations. 50 usable. 0 excluded.

49 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-commercial-cleaning-1-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-2-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-3-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-4-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-5-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-commercial-cleaning-1-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-commercial-cleaning-2-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-commercial-cleaning-3-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-commercial-cleaning-4-google-organic-mobile
lubbock-calibration-01-d1-b2-cal-commercial-cleaning-5-google-organic-mobile

southwest / chatgpt: 50/50

50 planned observations. 50 usable. 0 excluded.

50 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-commercial-cleaning-1-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-2-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-3-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-4-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-5-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b2-cal-commercial-cleaning-1-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b2-cal-commercial-cleaning-2-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b2-cal-commercial-cleaning-3-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b2-cal-commercial-cleaning-4-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b2-cal-commercial-cleaning-5-chatgpt-scraper-forced-search

southwest / claude: 31/50

50 planned observations. 50 usable. 0 excluded.

31 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-commercial-cleaning-1-claude-api-2048
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-2-claude-api-2048
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-3-claude-api-2048
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-4-claude-api-2048
lubbock-calibration-01-d1-b2-cal-commercial-cleaning-1-claude-api-2048
lubbock-calibration-01-d1-b2-cal-commercial-cleaning-2-claude-api-2048
lubbock-calibration-01-d1-b2-cal-commercial-cleaning-3-claude-api-2048
lubbock-calibration-01-d2-b1-cal-commercial-cleaning-1-claude-api-2048
lubbock-calibration-01-d2-b1-cal-commercial-cleaning-2-claude-api-2048
lubbock-calibration-01-d2-b1-cal-commercial-cleaning-3-claude-api-2048

southwest / perplexity: 50/50

50 planned observations. 50 usable. 0 excluded.

50 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-commercial-cleaning-1-perplexity-sonar-low
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-2-perplexity-sonar-low
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-3-perplexity-sonar-low
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-4-perplexity-sonar-low
lubbock-calibration-01-d1-b1-cal-commercial-cleaning-5-perplexity-sonar-low
lubbock-calibration-01-d1-b2-cal-commercial-cleaning-1-perplexity-sonar-low
lubbock-calibration-01-d1-b2-cal-commercial-cleaning-2-perplexity-sonar-low
lubbock-calibration-01-d1-b2-cal-commercial-cleaning-3-perplexity-sonar-low
lubbock-calibration-01-d1-b2-cal-commercial-cleaning-4-perplexity-sonar-low
lubbock-calibration-01-d1-b2-cal-commercial-cleaning-5-perplexity-sonar-low

southwest / cal-commercial-cleaning-1 / chatgpt: 10/10

10 planned observations. 10 usable. 0 excluded.

10 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-commercial-cleaning-1-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b2-cal-commercial-cleaning-1-chatgpt-scraper-forced-search
lubbock-calibration-01-d2-b1-cal-commercial-cleaning-1-chatgpt-scraper-forced-search
lubbock-calibration-01-d2-b2-cal-commercial-cleaning-1-chatgpt-scraper-forced-search
lubbock-calibration-01-d3-b1-cal-commercial-cleaning-1-chatgpt-scraper-forced-search
lubbock-calibration-01-d3-b2-cal-commercial-cleaning-1-chatgpt-scraper-forced-search
lubbock-calibration-01-d4-b1-cal-commercial-cleaning-1-chatgpt-scraper-forced-search
lubbock-calibration-01-d4-b2-cal-commercial-cleaning-1-chatgpt-scraper-forced-search
lubbock-calibration-01-d5-b1-cal-commercial-cleaning-1-chatgpt-scraper-forced-search
lubbock-calibration-01-d5-b2-cal-commercial-cleaning-1-chatgpt-scraper-forced-search

southwest / cal-commercial-cleaning-1 / claude: 10/10

10 planned observations. 10 usable. 0 excluded.

10 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-commercial-cleaning-1-claude-api-2048
lubbock-calibration-01-d1-b2-cal-commercial-cleaning-1-claude-api-2048
lubbock-calibration-01-d2-b1-cal-commercial-cleaning-1-claude-api-2048
lubbock-calibration-01-d2-b2-cal-commercial-cleaning-1-claude-api-2048
lubbock-calibration-01-d3-b1-cal-commercial-cleaning-1-claude-api-2048
lubbock-calibration-01-d3-b2-cal-commercial-cleaning-1-claude-api-2048
lubbock-calibration-01-d4-b1-cal-commercial-cleaning-1-claude-api-2048
lubbock-calibration-01-d4-b2-cal-commercial-cleaning-1-claude-api-2048
lubbock-calibration-01-d5-b1-cal-commercial-cleaning-1-claude-api-2048
lubbock-calibration-01-d5-b2-cal-commercial-cleaning-1-claude-api-2048

southwest / cal-commercial-cleaning-1 / perplexity: 10/10

10 planned observations. 10 usable. 0 excluded.

10 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-commercial-cleaning-1-perplexity-sonar-low
lubbock-calibration-01-d1-b2-cal-commercial-cleaning-1-perplexity-sonar-low
lubbock-calibration-01-d2-b1-cal-commercial-cleaning-1-perplexity-sonar-low
lubbock-calibration-01-d2-b2-cal-commercial-cleaning-1-perplexity-sonar-low
lubbock-calibration-01-d3-b1-cal-commercial-cleaning-1-perplexity-sonar-low
lubbock-calibration-01-d3-b2-cal-commercial-cleaning-1-perplexity-sonar-low
lubbock-calibration-01-d4-b1-cal-commercial-cleaning-1-perplexity-sonar-low
lubbock-calibration-01-d4-b2-cal-commercial-cleaning-1-perplexity-sonar-low
lubbock-calibration-01-d5-b1-cal-commercial-cleaning-1-perplexity-sonar-low
lubbock-calibration-01-d5-b2-cal-commercial-cleaning-1-perplexity-sonar-low

southwest / cal-commercial-cleaning-5 / chatgpt: 10/10

10 planned observations. 10 usable. 0 excluded.

10 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-commercial-cleaning-5-chatgpt-scraper-forced-search
lubbock-calibration-01-d1-b2-cal-commercial-cleaning-5-chatgpt-scraper-forced-search
lubbock-calibration-01-d2-b1-cal-commercial-cleaning-5-chatgpt-scraper-forced-search
lubbock-calibration-01-d2-b2-cal-commercial-cleaning-5-chatgpt-scraper-forced-search
lubbock-calibration-01-d3-b1-cal-commercial-cleaning-5-chatgpt-scraper-forced-search
lubbock-calibration-01-d3-b2-cal-commercial-cleaning-5-chatgpt-scraper-forced-search
lubbock-calibration-01-d4-b1-cal-commercial-cleaning-5-chatgpt-scraper-forced-search
lubbock-calibration-01-d4-b2-cal-commercial-cleaning-5-chatgpt-scraper-forced-search
lubbock-calibration-01-d5-b1-cal-commercial-cleaning-5-chatgpt-scraper-forced-search
lubbock-calibration-01-d5-b2-cal-commercial-cleaning-5-chatgpt-scraper-forced-search

southwest / cal-commercial-cleaning-5 / claude: 0/10

10 planned observations. 10 usable. 0 excluded.

0 supporting observations. First ten IDs:

No matching observation was detected among the eligible IDs. This is not proof of absence outside the sampled questions.

southwest / cal-commercial-cleaning-5 / perplexity: 10/10

10 planned observations. 10 usable. 0 excluded.

10 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-commercial-cleaning-5-perplexity-sonar-low
lubbock-calibration-01-d1-b2-cal-commercial-cleaning-5-perplexity-sonar-low
lubbock-calibration-01-d2-b1-cal-commercial-cleaning-5-perplexity-sonar-low
lubbock-calibration-01-d2-b2-cal-commercial-cleaning-5-perplexity-sonar-low
lubbock-calibration-01-d3-b1-cal-commercial-cleaning-5-perplexity-sonar-low
lubbock-calibration-01-d3-b2-cal-commercial-cleaning-5-perplexity-sonar-low
lubbock-calibration-01-d4-b1-cal-commercial-cleaning-5-perplexity-sonar-low
lubbock-calibration-01-d4-b2-cal-commercial-cleaning-5-perplexity-sonar-low
lubbock-calibration-01-d5-b1-cal-commercial-cleaning-5-perplexity-sonar-low
lubbock-calibration-01-d5-b2-cal-commercial-cleaning-5-perplexity-sonar-low

overlap / maps: 98.00% set overlap

99 eligible prompt groups and 4455 response pairs. Equal prompt weighting.

990 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-auto-repair-1-google-maps-city
lubbock-calibration-01-d1-b1-cal-auto-repair-2-google-maps-city
lubbock-calibration-01-d1-b1-cal-auto-repair-3-google-maps-city
lubbock-calibration-01-d1-b1-cal-auto-repair-4-google-maps-city
lubbock-calibration-01-d1-b1-cal-auto-repair-5-google-maps-city
lubbock-calibration-01-d1-b1-cal-childcare-1-google-maps-city
lubbock-calibration-01-d1-b1-cal-childcare-2-google-maps-city
lubbock-calibration-01-d1-b1-cal-childcare-3-google-maps-city
lubbock-calibration-01-d1-b1-cal-childcare-4-google-maps-city
lubbock-calibration-01-d1-b1-cal-childcare-5-google-maps-city

overlap / organic: 88.61% set overlap

100 eligible prompt groups and 4500 response pairs. Equal prompt weighting.

1000 supporting observations. First ten IDs:

lubbock-calibration-01-d1-b1-cal-auto-repair-1-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-auto-repair-2-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-auto-repair-3-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-auto-repair-4-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-auto-repair-5-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-childcare-1-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-childcare-2-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-childcare-3-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-childcare-4-google-organic-mobile
lubbock-calibration-01-d1-b1-cal-childcare-5-google-organic-mobile

Research materials

Share the scope with the statistic. These materials contain checked descriptive facts, not raw provider responses or unreviewed business rankings.

Study & evidence JSON Finding counts CSV Research article

Attribute aggregate findings to Monsoon, Lubbock Search Visibility Descriptive Pilot, September 2026, edition v1. Preserve the scope, denominator and limitations when quoting. Source answers and third-party content are not licensed for redistribution in this package.

Edition: lubbock-2026-09-descriptive-pilot-v1
Protocol: 0.3.0-descriptive-pilot
Evidence fingerprint: 7164a003ee1d6b18095f97b220df5c16a87c2a806d6c258de8cea3bcfe5e96c2