{"study":{"id":"lubbock-2026-09-descriptive-study-v2","protocolVersion":"0.4.0-descriptive-revision","normalizationVersion":"0.2.0-draft","title":"Texas AI Search Visibility Index: Lubbock Edition","subtitle":"A descriptive Google and AI search study across 20 local business verticals","status":"authorized_descriptive_release","deployed":false,"publicationApproved":true,"scope":"descriptive_pilot_not_full_index","scopeDecision":"User authorized a bounded descriptive release, including original observed name/domain tables and public noindex exploration and archives. Certified business winners, branch identity and semantic recommendation rates remain withheld.","evidenceSetHash":"e43e6a589bcb67a51591fb629bf879d381baad3e1bf4bba3c73fe97c2d4dd2cc","fullIndexPolicyHash":"d8f9960cfec4fad3390bd520f571c35fcdc367712652a4caea28ffcb64655d33","collectionStart":"2026-09-09T16:11:24.911Z","collectionEnd":"2026-09-11T01:57:55.453Z","planned":6000,"usable":6000,"promptPairs":100,"promptsPerVertical":5,"repeats":10,"refreshPolicy":"A comparable new edition every 3 to 6 months, with separately authorized collection and a change log for prompts, configurations and methods.","additionalProviderCalls":0,"additionalModelCalls":0,"additionalCostUsd":0,"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 timestamps: 2026-09-09T16:11:24.911Z through 2026-09-11T01:57:55.453Z, UTC (September 9 to 10 in Lubbock). 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 211 of 1,000 responses. Missing source metadata is unknown attribution, not evidence of no citations.","Six ChatGPT location-clarification responses were replaced with valid retries of the same questions. One paired wrongful-death question was replaced after observing missing Maps business results, using personal injury lawyers in Lubbock and its matched AI question on all six configurations, ten repetitions each. The original 60 paired observations and earlier failed attempts remain archived. This post-collection query choice changes the estimand; the new wording is not a recovery of the old Maps result. No results are silently reclassified.","Featured business examples are deliberately selected contrasts. The broader tables preserve recorded names and domain groups, including overlapping aliases. A name match is not a recommendation, proof of branch identity or local service eligibility. Do not sum overlapping rows as market share.","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 edition uses five question pairs per vertical. It is a bounded descriptive study, not comprehensive vertical coverage or certified category winners. The separate full Index release policy remains unchanged."],"disclosure":"Produced by Monsoon Research Lab. Businesses were identified through the sampled searches. Client status did not influence inclusion or the reported results, as confirmed by Monsoon. Examples illustrate observed contrasts and are not randomly selected, endorsements or business-quality rankings. Monsoon works in SEO and AI-search visibility. This study is intended as a public research resource, not a sales report.","reuse":"Credit Monsoon Research Lab, Texas AI Search Visibility Index: Lubbock Edition, September 2026, descriptive study v2. Link to this edition and preserve the scope, denominator and limitations. Aggregate tables, original charts and methods may be reused with attribution. Source answers and third-party content are not licensed for redistribution.","methods":[{"label":"Organic","text":"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."},{"label":"Name examples","text":"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."},{"label":"Answer links","text":"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."},{"label":"Repetition","text":"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."},{"label":"Audit trail","text":"Every finding has numerator and denominator observation IDs. Public observation facts preserve selected artifact hashes, exact wording and returned model labels. The observed visibility tables include their matching aliases and supporting observation IDs. Raw answers, private paths, contacts and internal review intelligence remain outside the release."},{"label":"Observed visibility tables","text":"Rows preserve recorded names and domain groups rather than independently verified branches. Organic counts exact-domain or normalized-title matches in the top ten; Maps uses the returned top twenty. AI columns count the disclosed aliases as normalized tokens in answer prose, excluding bare hostnames. Every count matches the retained original table calculation. This validates computation, not semantic accuracy or all possible aliases. Counts by question use ten eligible responses per configuration."},{"label":"Edition changes","text":"Six ChatGPT location-clarification responses were replaced with valid retries of the same questions. One paired wrongful-death question was replaced after observing missing Maps business results, using personal injury lawyers in Lubbock and its matched AI question on all six configurations, ten repetitions each. The original 60 paired observations and earlier failed attempts remain archived. This post-collection query choice changes the estimand; the new wording is not a recovery of the old Maps result. No results are silently reclassified."},{"label":"Commercial interpretation","text":"Search inclusion is not traffic, demand, customer preference or business quality. Prompt selection is purposive and unweighted by search volume. Cross-platform contrasts can reflect different access modes, models and retrieval settings. No causal ranking explanation, independent consumer sample or longitudinal improvement is claimed."}]},"controls":{"independentHumanReview":false,"semanticPrecision":null,"semanticRecall":null,"peerReviewed":false,"fullIndexReleased":false,"businessWinnerClaims":false,"recommendationRatesReleased":false,"publicScopeRestricted":true,"allRecordsIntegrityChecked":6000,"entityUnitsScreened":1233,"namedExampleChecks":600,"lexicalDisagreements":0,"freshComputationalSample":360,"freshSampleMeaning":"Full normalized records checked computationally, excluding the earlier 120 observation IDs. This is not a semantic gold-standard validation sample.","originalFullReleaseGateUnchanged":true,"additionalCostUsd":0},"findings":[{"id":"google-does-not-guarantee-ai","title":"A Google presence is not an AI presence","display":"50/50 vs 1/50","text":"Gorilla Law Firm's domain appeared in the Google top ten in 50/50 sampled organic results. Its name matched 1/50 usable ChatGPT answers and 40/50 Claude answers.","refs":["gorilla:organic","gorilla:chatgpt","gorilla:claude"],"interpretation":"Visibility needs to be checked by surface. This does not explain the cause or establish a business-wide absence."},{"id":"ai-surfaces-differ","title":"AI surfaces can name different businesses","display":"50/50 vs 0/50","text":"CoNetrix matched 50/50 ChatGPT answers and 0/50 Claude answers in the managed IT prompt set.","refs":["conetrix:chatgpt","conetrix:claude"],"interpretation":"A single AI platform cannot represent every platform. These configurations are not a consumer market-share sample."},{"id":"both-channels","title":"Some businesses appear across both channels","display":"49/50","text":"Southwest Cleaning's domain appeared in 49/50 Google top tens. Its name matched 50/50 ChatGPT and 50/50 Perplexity answers.","refs":["southwest:organic","southwest:chatgpt","southwest:perplexity"],"interpretation":"This is an illustrative overlap case, not a category-winner claim or a recommendation rate."},{"id":"yelp","title":"Yelp occupies much of the sampled Google front page","display":"66.5%","text":"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.","refs":["yelp.com:top10","yelp.com:top20"],"interpretation":"Discovery can take place inside a third-party result. Presence alone does not establish influence or an available placement."},{"id":"facebook","title":"Facebook is a frequent organic discovery surface","display":"57.4%","text":"Facebook domains appeared in 574/1000 sampled Google top tens and 785/1000 top twenties.","refs":["facebook.com:top10","facebook.com:top20"],"interpretation":"Social domains also appear in traditional search. These counts do not measure clicks, conversions or individual businesses."},{"id":"hospitality","title":"Tripadvisor is highly visible in hospitality searches","display":"96.0%","text":"Tripadvisor appeared in 96/100 Google top tens across the five hotel and five restaurant prompts, each repeated ten times.","refs":["tripadvisor:top10"],"interpretation":"The observed pattern is specific to these hospitality intents, not every local industry."},{"id":"aio-varies","title":"Google AI Overviews vary by vertical","display":"599/1000","text":"Google returned AI Overview panels in 599/1000 organic observations. Foundation repair had 49/50, versus 2/50 for personal injury law. One returned panel had no answer text.","refs":["aio:all","aio:foundation-repair","aio:personal-injury-law"],"interpretation":"An AI Overview panel is not an additional independent search or proof that a business was cited."},{"id":"source-preferences","title":"AI answers link different source ecosystems","display":"251 vs 1","text":"BBB was answer-linked in 251/1000 usable ChatGPT responses and 1/1000 Claude responses. Expertise appeared in 236/1000 and 130/1000, respectively.","refs":["bbb.org:chatgpt","bbb.org:claude","expertise.com:chatgpt","expertise.com:claude"],"interpretation":"These are observed answer links, not the platforms' complete retrieval histories or proof that a source caused an answer."},{"id":"intent-matters","title":"The question matters, even within one industry","display":"10/10 vs 0/10","text":"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.","refs":["southwest:cal-commercial-cleaning-1:claude","southwest:cal-commercial-cleaning-5:claude","southwest:cal-commercial-cleaning-5:chatgpt","southwest:cal-commercial-cleaning-5:perplexity"],"interpretation":"A visibility gap in one sampled intent does not prove a service, content or capability deficiency."},{"id":"repetition","title":"Repeated Maps sets were more consistent than organic sets","display":"98.0% vs 88.7%","text":"Mean within-prompt set overlap was 98.0% for Maps and 88.7% for organic results. The calculation includes 4,500 Maps and 4,500 organic response pairs.","refs":["overlap:maps","overlap:organic"],"interpretation":"Set overlap is not rank-order stability. Cache behavior and statistical independence are not 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residential and commercial services; tag repair, maintenance and 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residential and commercial service intents. 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Exclude ordinary 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No safety or efficacy 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Care / Urgent Care","scopeNote":"Separate primary-care and urgent-care groups and denominators. 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cuisine and occasion intents; identify locations and chains. Do not infer food quality from visibility.","numerator":21,"denominator":50,"planned":50,"excludedIds":[],"evidenceIds":["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","lubbock-calibration-01-d3-b1-cal-restaurants-5-google-organic-mobile","lubbock-calibration-01-d3-b2-cal-restaurants-4-google-organic-mobile","lubbock-calibration-01-d3-b2-cal-restaurants-5-google-organic-mobile","lubbock-calibration-01-d4-b1-cal-restaurants-4-google-organic-mobile","lubbock-calibration-01-d4-b1-cal-restaurants-5-google-organic-mobile","lubbock-calibration-01-d4-b2-cal-restaurants-4-google-organic-mobile","lubbock-calibration-01-d4-b2-cal-restaurants-5-google-organic-mobile","lubbock-calibration-01-d5-b1-cal-restaurants-4-google-organic-mobile","lubbock-calibration-01-d5-b1-cal-restaurants-5-google-organic-mobile","lubbock-calibration-01-d5-b2-cal-restaurants-4-google-organic-mobile","lubbock-calibration-01-d5-b2-cal-restaurants-5-google-organic-mobile"],"eligibleIds":["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-restaurants-1-google-organic-mobile","lubbock-calibration-01-d1-b2-cal-restaurants-2-google-organic-mobile","lubbock-calibration-01-d1-b2-cal-restaurants-3-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-1-google-organic-mobile","lubbock-calibration-01-d2-b1-cal-restaurants-2-google-organic-mobile","lubbock-calibration-01-d2-b1-cal-restaurants-3-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-1-google-organic-mobile","lubbock-calibration-01-d2-b2-cal-restaurants-2-google-organic-mobile","lubbock-calibration-01-d2-b2-cal-restaurants-3-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-1-google-organic-mobile","lubbock-calibration-01-d3-b1-cal-restaurants-2-google-organic-mobile","lubbock-calibration-01-d3-b1-cal-restaurants-3-google-organic-mobile","lubbock-calibration-01-d3-b1-cal-restaurants-4-google-organic-mobile","lubbock-calibration-01-d3-b1-cal-restaurants-5-google-organic-mobile","lubbock-calibration-01-d3-b2-cal-restaurants-1-google-organic-mobile","lubbock-calibration-01-d3-b2-cal-restaurants-2-google-organic-mobile","lubbock-calibration-01-d3-b2-cal-restaurants-3-google-organic-mobile","lubbock-calibration-01-d3-b2-cal-restaurants-4-google-organic-mobile","lubbock-calibration-01-d3-b2-cal-restaurants-5-google-organic-mobile","lubbock-calibration-01-d4-b1-cal-restaurants-1-google-organic-mobile","lubbock-calibration-01-d4-b1-cal-restaurants-2-google-organic-mobile","lubbock-calibration-01-d4-b1-cal-restaurants-3-google-organic-mobile","lubbock-calibration-01-d4-b1-cal-restaurants-4-google-organic-mobile","lubbock-calibration-01-d4-b1-cal-restaurants-5-google-organic-mobile","lubbock-calibration-01-d4-b2-cal-restaurants-1-google-organic-mobile","lubbock-calibration-01-d4-b2-cal-restaurants-2-google-organic-mobile","lubbock-calibration-01-d4-b2-cal-restaurants-3-google-organic-mobile","lubbock-calibration-01-d4-b2-cal-restaurants-4-google-organic-mobile","lubbock-calibration-01-d4-b2-cal-restaurants-5-google-organic-mobile","lubbock-calibration-01-d5-b1-cal-restaurants-1-google-organic-mobile","lubbock-calibration-01-d5-b1-cal-restaurants-2-google-organic-mobile","lubbock-calibration-01-d5-b1-cal-restaurants-3-google-organic-mobile","lubbock-calibration-01-d5-b1-cal-restaurants-4-google-organic-mobile","lubbock-calibration-01-d5-b1-cal-restaurants-5-google-organic-mobile","lubbock-calibration-01-d5-b2-cal-restaurants-1-google-organic-mobile","lubbock-calibration-01-d5-b2-cal-restaurants-2-google-organic-mobile","lubbock-calibration-01-d5-b2-cal-restaurants-3-google-organic-mob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units; distinguish hotel segments and local properties from parent chain 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auto repair shops should I consider in Lubbock, Texas?","claude":"Which auto repair shops should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which auto repair shops should I consider in Lubbock, Texas?","maps":"auto repair shops in Lubbock Texas","organic":"auto repair shops in Lubbock Texas","perplexity":"Which auto repair shops should I consider in Lubbock, Texas?"}},{"id":"cal-auto-repair-2","verticalId":"auto-repair","subgroup":"brakes","wording":{"chatgpt":"Which brake repair shops should I consider in Lubbock, Texas?","claude":"Which brake repair shops should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which brake repair shops should I consider in Lubbock, Texas?","maps":"brake repair shops in Lubbock Texas","organic":"brake repair shops in Lubbock Texas","perplexity":"Which brake repair shops should I consider in Lubbock, Texas?"}},{"id":"cal-auto-repair-3","verticalId":"auto-repair","subgroup":"diagnostics","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which shops offering vehicle diagnostic services should I consider in Lubbock, Texas?","maps":"shops offering vehicle diagnostic services in Lubbock Texas","organic":"shops offering vehicle diagnostic services in Lubbock Texas","perplexity":"Which shops offering vehicle diagnostic services should I consider in Lubbock, Texas?"}},{"id":"cal-auto-repair-4","verticalId":"auto-repair","subgroup":"transmission","wording":{"chatgpt":"Which transmission repair shops should I consider in Lubbock, Texas?","claude":"Which transmission repair shops should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which transmission repair shops should I consider in Lubbock, Texas?","maps":"transmission repair shops in Lubbock Texas","organic":"transmission repair shops in Lubbock Texas","perplexity":"Which transmission repair shops should I consider in Lubbock, Texas?"}},{"id":"cal-auto-repair-5","verticalId":"auto-repair","subgroup":"air-conditioning","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which car air conditioning repair shops should I consider in Lubbock, Texas?","maps":"car air conditioning repair shops in Lubbock Texas","organic":"car air conditioning repair shops in Lubbock Texas","perplexity":"Which car air conditioning repair shops should I consider in Lubbock, Texas?"}},{"id":"cal-childcare-1","verticalId":"childcare","subgroup":"infant","wording":{"chatgpt":"Which infant daycare providers should I consider in Lubbock, Texas?","claude":"Which infant daycare providers should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which infant daycare providers should I consider in Lubbock, Texas?","maps":"infant daycare providers in Lubbock Texas","organic":"infant daycare providers in Lubbock Texas","perplexity":"Which infant daycare providers should I consider in Lubbock, Texas?"}},{"id":"cal-childcare-2","verticalId":"childcare","subgroup":"toddler","wording":{"chatgpt":"Which toddler daycare providers should I consider in Lubbock, Texas?","claude":"Which toddler daycare providers should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which toddler daycare providers should I consider in Lubbock, Texas?","maps":"toddler daycare providers in Lubbock Texas","organic":"toddler daycare providers in Lubbock Texas","perplexity":"Which toddler daycare providers should I consider in Lubbock, Texas?"}},{"id":"cal-childcare-3","verticalId":"childcare","subgroup":"preschool","wording":{"chatgpt":"Which preschool childcare providers should I consider in Lubbock, Texas?","claude":"Which preschool childcare providers should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which preschool childcare providers should I consider in Lubbock, Texas?","maps":"preschool childcare providers in Lubbock Texas","organic":"preschool childcare providers in Lubbock Texas","perplexity":"Which preschool childcare providers should I consider in Lubbock, Texas?"}},{"id":"cal-childcare-4","verticalId":"childcare","subgroup":"school-age","wording":{"chatgpt":"Which after-school childcare providers should I consider in Lubbock, Texas?","claude":"Which after-school childcare providers should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which after-school childcare providers should I consider in Lubbock, Texas?","maps":"after-school childcare providers in Lubbock Texas","organic":"after-school childcare providers in Lubbock Texas","perplexity":"Which after-school childcare providers should I consider in Lubbock, Texas?"}},{"id":"cal-childcare-5","verticalId":"childcare","subgroup":"extended-hours","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which daycare providers offering extended hours should I consider in Lubbock, Texas?","maps":"daycare providers offering extended hours in Lubbock Texas","organic":"daycare providers offering extended hours in Lubbock Texas","perplexity":"Which daycare providers offering extended hours should I consider in Lubbock, Texas?"}},{"id":"cal-commercial-cleaning-1","verticalId":"commercial-cleaning","subgroup":"office","wording":{"chatgpt":"Which office cleaning companies should I consider in Lubbock, Texas?","claude":"Which office cleaning companies should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which office cleaning companies should I consider in Lubbock, Texas?","maps":"office cleaning companies in Lubbock Texas","organic":"office cleaning companies in Lubbock Texas","perplexity":"Which office cleaning companies should I consider in Lubbock, Texas?"}},{"id":"cal-commercial-cleaning-2","verticalId":"commercial-cleaning","subgroup":"janitorial","wording":{"chatgpt":"Which commercial janitorial companies should I consider in Lubbock, Texas?","claude":"Which commercial janitorial companies should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which commercial janitorial companies should I consider in Lubbock, Texas?","maps":"commercial janitorial companies in Lubbock Texas","organic":"commercial janitorial companies in Lubbock Texas","perplexity":"Which commercial janitorial companies should I consider in Lubbock, Texas?"}},{"id":"cal-commercial-cleaning-3","verticalId":"commercial-cleaning","subgroup":"medical-office","wording":{"chatgpt":"Which medical office cleaning companies should I consider in Lubbock, Texas?","claude":"Which medical office cleaning companies should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which medical office cleaning companies should I consider in Lubbock, Texas?","maps":"medical office cleaning companies in Lubbock Texas","organic":"medical office cleaning companies in Lubbock Texas","perplexity":"Which medical office cleaning companies should I consider in Lubbock, Texas?"}},{"id":"cal-commercial-cleaning-4","verticalId":"commercial-cleaning","subgroup":"post-construction","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which commercial post-construction cleaning companies should I consider in Lubbock, Texas?","maps":"commercial post-construction cleaning companies in Lubbock Texas","organic":"commercial post-construction cleaning companies in Lubbock Texas","perplexity":"Which commercial post-construction cleaning companies should I consider in Lubbock, Texas?"}},{"id":"cal-commercial-cleaning-5","verticalId":"commercial-cleaning","subgroup":"floor-care","wording":{"chatgpt":"Which commercial floor cleaning companies should I consider in Lubbock, Texas?","claude":"Which commercial floor cleaning companies should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which commercial floor cleaning companies should I consider in Lubbock, Texas?","maps":"commercial floor cleaning companies in Lubbock Texas","organic":"commercial floor cleaning companies in Lubbock Texas","perplexity":"Which commercial floor cleaning companies should I consider in Lubbock, Texas?"}},{"id":"cal-dentists-1","verticalId":"dentists","subgroup":"general","wording":{"chatgpt":"Which general dental practices should I consider in Lubbock, Texas?","claude":"Which general dental practices should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which general dental practices should I consider in Lubbock, Texas?","maps":"general dental practices in Lubbock Texas","organic":"general dental practices in Lubbock Texas","perplexity":"Which general dental practices should I consider in Lubbock, Texas?"}},{"id":"cal-dentists-2","verticalId":"dentists","subgroup":"general","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which family dental practices accepting new patients should I consider in Lubbock, Texas?","maps":"family dental practices accepting new patients in Lubbock Texas","organic":"family dental practices accepting new patients in Lubbock Texas","perplexity":"Which family dental practices accepting new patients should I consider in Lubbock, Texas?"}},{"id":"cal-dentists-3","verticalId":"dentists","subgroup":"general","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which dental practices offering emergency appointments should I consider in Lubbock, Texas?","maps":"dental practices offering emergency appointments in Lubbock Texas","organic":"dental practices offering emergency appointments in Lubbock Texas","perplexity":"Which dental practices offering emergency appointments should I consider in Lubbock, Texas?"}},{"id":"cal-dentists-4","verticalId":"dentists","subgroup":"orthodontics","wording":{"chatgpt":"Which orthodontic practices should I consider in Lubbock, Texas?","claude":"Which orthodontic practices should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which orthodontic practices should I consider in Lubbock, Texas?","maps":"orthodontic practices in Lubbock Texas","organic":"orthodontic practices in Lubbock Texas","perplexity":"Which orthodontic practices should I consider in Lubbock, Texas?"}},{"id":"cal-dentists-5","verticalId":"dentists","subgroup":"pediatric","wording":{"chatgpt":"Which pediatric dental practices should I consider in Lubbock, Texas?","claude":"Which pediatric dental practices should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which pediatric dental practices should I consider in Lubbock, Texas?","maps":"pediatric dental practices in Lubbock Texas","organic":"pediatric dental practices in Lubbock Texas","perplexity":"Which pediatric dental practices should I consider in Lubbock, Texas?"}},{"id":"cal-electricians-1","verticalId":"electricians","subgroup":"residential","wording":{"chatgpt":"Which residential electricians should I consider in Lubbock, Texas?","claude":"Which residential electricians should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which residential electricians should I consider in Lubbock, Texas?","maps":"residential electricians in Lubbock Texas","organic":"residential electricians in Lubbock Texas","perplexity":"Which residential electricians should I consider in Lubbock, Texas?"}},{"id":"cal-electricians-2","verticalId":"electricians","subgroup":"residential","wording":{"chatgpt":"Which electrical panel replacement contractors should I consider in Lubbock, Texas?","claude":"Which electrical panel replacement contractors should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which electrical panel replacement contractors should I consider in Lubbock, Texas?","maps":"electrical panel replacement contractors in Lubbock Texas","organic":"electrical panel replacement contractors in Lubbock Texas","perplexity":"Which electrical panel replacement contractors should I consider in Lubbock, Texas?"}},{"id":"cal-electricians-3","verticalId":"electricians","subgroup":"residential","wording":{"chatgpt":"Which EV charger installation electricians should I consider in Lubbock, Texas?","claude":"Which EV charger installation electricians should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which EV charger installation electricians should I consider in Lubbock, Texas?","maps":"EV charger installation electricians in Lubbock Texas","organic":"EV charger installation electricians in Lubbock Texas","perplexity":"Which EV charger installation electricians should I consider in Lubbock, Texas?"}},{"id":"cal-electricians-4","verticalId":"electricians","subgroup":"residential","wording":{"chatgpt":"Which emergency electrical repair companies should I consider in Lubbock, Texas?","claude":"Which emergency electrical repair companies should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which emergency electrical repair companies should I consider in Lubbock, Texas?","maps":"emergency electrical repair companies in Lubbock Texas","organic":"emergency electrical repair companies in Lubbock Texas","perplexity":"Which emergency electrical repair companies should I consider in Lubbock, Texas?"}},{"id":"cal-electricians-5","verticalId":"electricians","subgroup":"commercial","wording":{"chatgpt":"Which commercial electricians should I consider in Lubbock, Texas?","claude":"Which commercial electricians should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which commercial electricians should I consider in Lubbock, Texas?","maps":"commercial electricians in Lubbock Texas","organic":"commercial electricians in Lubbock Texas","perplexity":"Which commercial electricians should I consider in Lubbock, Texas?"}},{"id":"cal-foundation-repair-1","verticalId":"foundation-repair","subgroup":"residential","wording":{"chatgpt":"Which house foundation repair companies should I consider in Lubbock, Texas?","claude":"Which house foundation repair companies should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which house foundation repair companies should I consider in Lubbock, Texas?","maps":"house foundation repair companies in Lubbock Texas","organic":"house foundation repair companies in Lubbock Texas","perplexity":"Which house foundation repair companies should I consider in Lubbock, Texas?"}},{"id":"cal-foundation-repair-2","verticalId":"foundation-repair","subgroup":"residential","wording":{"chatgpt":"Which slab foundation repair companies should I consider in Lubbock, Texas?","claude":"Which slab foundation repair companies should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which slab foundation repair companies should I consider in Lubbock, Texas?","maps":"slab foundation repair companies in Lubbock Texas","organic":"slab foundation repair companies in Lubbock Texas","perplexity":"Which slab foundation repair companies should I consider in Lubbock, Texas?"}},{"id":"cal-foundation-repair-3","verticalId":"foundation-repair","subgroup":"residential","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which pier and beam foundation repair companies should I consider in Lubbock, Texas?","maps":"pier and beam foundation repair companies in Lubbock Texas","organic":"pier and beam foundation repair companies in Lubbock Texas","perplexity":"Which pier and beam foundation repair companies should I consider in Lubbock, Texas?"}},{"id":"cal-foundation-repair-4","verticalId":"foundation-repair","subgroup":"residential","wording":{"chatgpt":"Which foundation inspection companies should I consider in Lubbock, Texas?","claude":"Which foundation inspection companies should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which foundation inspection companies should I consider in Lubbock, Texas?","maps":"foundation inspection companies in Lubbock Texas","organic":"foundation inspection companies in Lubbock Texas","perplexity":"Which foundation inspection companies should I consider in Lubbock, Texas?"}},{"id":"cal-foundation-repair-5","verticalId":"foundation-repair","subgroup":"commercial","wording":{"chatgpt":"Which commercial foundation repair contractors should I consider in Lubbock, Texas?","claude":"Which commercial foundation repair contractors should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which commercial foundation repair contractors should I consider in Lubbock, Texas?","maps":"commercial foundation repair contractors in Lubbock Texas","organic":"commercial foundation repair contractors in Lubbock Texas","perplexity":"Which commercial foundation repair contractors should I consider in Lubbock, Texas?"}},{"id":"cal-hotels-1","verticalId":"hotels","subgroup":"business","wording":{"chatgpt":"Which hotels for business travelers should I consider in Lubbock, Texas?","claude":"Which hotels for business travelers should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which hotels for business travelers should I consider in Lubbock, Texas?","maps":"hotels for business travelers in Lubbock Texas","organic":"hotels for business travelers in Lubbock Texas","perplexity":"Which hotels for business travelers should I consider in Lubbock, Texas?"}},{"id":"cal-hotels-2","verticalId":"hotels","subgroup":"extended-stay","wording":{"chatgpt":"Which extended-stay hotels should I consider in Lubbock, Texas?","claude":"Which extended-stay hotels should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which extended-stay hotels should I consider in Lubbock, Texas?","maps":"extended-stay hotels in Lubbock Texas","organic":"extended-stay hotels in Lubbock Texas","perplexity":"Which extended-stay hotels should I consider in Lubbock, Texas?"}},{"id":"cal-hotels-3","verticalId":"hotels","subgroup":"pet-friendly","wording":{"chatgpt":"Which pet-friendly hotels should I consider in Lubbock, Texas?","claude":"Which pet-friendly hotels should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which pet-friendly hotels should I consider in Lubbock, Texas?","maps":"pet-friendly hotels in Lubbock Texas","organic":"pet-friendly hotels in Lubbock Texas","perplexity":"Which pet-friendly hotels should I consider in Lubbock, Texas?"}},{"id":"cal-hotels-4","verticalId":"hotels","subgroup":"family","wording":{"chatgpt":"Which hotels for families should I consider in Lubbock, Texas?","claude":"Which hotels for families should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which hotels for families should I consider in Lubbock, Texas?","maps":"hotels for families in Lubbock Texas","organic":"hotels for families in Lubbock Texas","perplexity":"Which hotels for families should I consider in Lubbock, Texas?"}},{"id":"cal-hotels-5","verticalId":"hotels","subgroup":"budget","wording":{"chatgpt":"Which budget hotels should I consider in Lubbock, Texas?","claude":"Which budget hotels should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which budget hotels should I consider in Lubbock, Texas?","maps":"budget hotels in Lubbock Texas","organic":"budget hotels in Lubbock Texas","perplexity":"Which budget hotels should I consider in Lubbock, Texas?"}},{"id":"cal-hvac-1","verticalId":"hvac","subgroup":"residential","wording":{"chatgpt":"Which air conditioning repair companies should I consider in Lubbock, Texas?","claude":"Which air conditioning repair companies should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which air conditioning repair companies should I consider in Lubbock, Texas?","maps":"air conditioning repair companies in Lubbock Texas","organic":"air conditioning repair companies in Lubbock Texas","perplexity":"Which air conditioning repair companies should I consider in Lubbock, Texas?"}},{"id":"cal-hvac-2","verticalId":"hvac","subgroup":"residential","wording":{"chatgpt":"Which HVAC replacement companies should I consider in Lubbock, Texas?","claude":"Which HVAC replacement companies should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which HVAC replacement companies should I consider in Lubbock, Texas?","maps":"HVAC replacement companies in Lubbock Texas","organic":"HVAC replacement companies in Lubbock Texas","perplexity":"Which HVAC replacement companies should I consider in Lubbock, Texas?"}},{"id":"cal-hvac-3","verticalId":"hvac","subgroup":"residential","wording":{"chatgpt":"Which heating repair companies should I consider in Lubbock, Texas?","claude":"Which heating repair companies should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which heating repair companies should I consider in Lubbock, Texas?","maps":"heating repair companies in Lubbock Texas","organic":"heating repair companies in Lubbock Texas","perplexity":"Which heating repair companies should I consider in Lubbock, Texas?"}},{"id":"cal-hvac-4","verticalId":"hvac","subgroup":"residential","wording":{"chatgpt":"Which HVAC maintenance companies should I consider in Lubbock, Texas?","claude":"Which HVAC maintenance companies should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which HVAC maintenance companies should I consider in Lubbock, Texas?","maps":"HVAC maintenance companies in Lubbock Texas","organic":"HVAC maintenance companies in Lubbock Texas","perplexity":"Which HVAC maintenance companies should I consider in Lubbock, Texas?"}},{"id":"cal-hvac-5","verticalId":"hvac","subgroup":"commercial","wording":{"chatgpt":"Which commercial HVAC contractors should I consider in Lubbock, Texas?","claude":"Which commercial HVAC contractors should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which commercial HVAC contractors should I consider in Lubbock, Texas?","maps":"commercial HVAC contractors in Lubbock Texas","organic":"commercial HVAC contractors in Lubbock Texas","perplexity":"Which commercial HVAC contractors should I consider in Lubbock, Texas?"}},{"id":"cal-managed-it-1","verticalId":"managed-it","subgroup":"managed-services","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which managed IT service providers for small businesses should I consider in Lubbock, Texas?","maps":"managed IT service providers for small businesses in Lubbock Texas","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?"}},{"id":"cal-managed-it-2","verticalId":"managed-it","subgroup":"helpdesk","wording":{"chatgpt":"Which business IT helpdesk providers should I consider in Lubbock, Texas?","claude":"Which business IT helpdesk providers should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which business IT helpdesk providers should I consider in Lubbock, Texas?","maps":"business IT helpdesk providers in Lubbock Texas","organic":"business IT helpdesk providers in Lubbock Texas","perplexity":"Which business IT helpdesk providers should I consider in Lubbock, Texas?"}},{"id":"cal-managed-it-3","verticalId":"managed-it","subgroup":"cybersecurity","wording":{"chatgpt":"Which managed cybersecurity service providers should I consider in Lubbock, Texas?","claude":"Which managed cybersecurity service providers should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which managed cybersecurity service providers should I consider in Lubbock, Texas?","maps":"managed cybersecurity service providers in Lubbock Texas","organic":"managed cybersecurity service providers in Lubbock Texas","perplexity":"Which managed cybersecurity service providers should I consider in Lubbock, Texas?"}},{"id":"cal-managed-it-4","verticalId":"managed-it","subgroup":"cloud","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which managed cloud IT service providers should I consider in Lubbock, Texas?","maps":"managed cloud IT service providers in Lubbock Texas","organic":"managed cloud IT service providers in Lubbock Texas","perplexity":"Which managed cloud IT service providers should I consider in Lubbock, Texas?"}},{"id":"cal-managed-it-5","verticalId":"managed-it","subgroup":"backup","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which business backup and disaster recovery service providers should I consider in Lubbock, Texas?","maps":"business backup and disaster recovery service providers in Lubbock Texas","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?"}},{"id":"cal-med-spas-1","verticalId":"med-spas","subgroup":"injectables","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which medical spas offering cosmetic injectables should I consider in Lubbock, Texas?","maps":"medical spas offering cosmetic injectables in Lubbock Texas","organic":"medical spas offering cosmetic injectables in Lubbock Texas","perplexity":"Which medical spas offering cosmetic injectables should I consider in Lubbock, Texas?"}},{"id":"cal-med-spas-2","verticalId":"med-spas","subgroup":"laser","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which medical spas offering laser hair removal should I consider in Lubbock, Texas?","maps":"medical spas offering laser hair removal in Lubbock Texas","organic":"medical spas offering laser hair removal in Lubbock Texas","perplexity":"Which medical spas offering laser hair removal should I consider in Lubbock, Texas?"}},{"id":"cal-med-spas-3","verticalId":"med-spas","subgroup":"skin","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which medical spas offering skin resurfacing should I consider in Lubbock, Texas?","maps":"medical spas offering skin resurfacing in Lubbock Texas","organic":"medical spas offering skin resurfacing in Lubbock Texas","perplexity":"Which medical spas offering skin resurfacing should I consider in Lubbock, Texas?"}},{"id":"cal-med-spas-4","verticalId":"med-spas","subgroup":"consultation","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which medical spas offering cosmetic consultations should I consider in Lubbock, Texas?","maps":"medical spas offering cosmetic consultations in Lubbock Texas","organic":"medical spas offering cosmetic consultations in Lubbock Texas","perplexity":"Which medical spas offering cosmetic consultations should I consider in Lubbock, Texas?"}},{"id":"cal-med-spas-5","verticalId":"med-spas","subgroup":"skin","wording":{"chatgpt":"Which medical spas offering microneedling should I consider in Lubbock, Texas?","claude":"Which medical spas offering microneedling should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which medical spas offering microneedling should I consider in Lubbock, Texas?","maps":"medical spas offering microneedling in Lubbock Texas","organic":"medical spas offering microneedling in Lubbock Texas","perplexity":"Which medical spas offering microneedling should I consider in Lubbock, Texas?"}},{"id":"cal-personal-injury-law-1","verticalId":"personal-injury-law","subgroup":"auto-injury","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which car accident injury law firms should I consider in Lubbock, Texas?","maps":"car accident injury law firms in Lubbock Texas","organic":"car accident injury law firms in Lubbock Texas","perplexity":"Which car accident injury law firms should I consider in Lubbock, Texas?"}},{"id":"cal-personal-injury-law-2","verticalId":"personal-injury-law","subgroup":"truck-injury","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which truck accident injury law firms should I consider in Lubbock, Texas?","maps":"truck accident injury law firms in Lubbock Texas","organic":"truck accident injury law firms in Lubbock Texas","perplexity":"Which truck accident injury law firms should I consider in Lubbock, Texas?"}},{"id":"cal-personal-injury-law-3","verticalId":"personal-injury-law","subgroup":"motorcycle-injury","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which motorcycle accident injury law firms should I consider in Lubbock, Texas?","maps":"motorcycle accident injury law firms in Lubbock Texas","organic":"motorcycle accident injury law firms in Lubbock Texas","perplexity":"Which motorcycle accident injury law firms should I consider in Lubbock, Texas?"}},{"id":"cal-personal-injury-law-4","verticalId":"personal-injury-law","subgroup":"premises-injury","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which premises liability injury law firms should I consider in Lubbock, Texas?","maps":"premises liability injury law firms in Lubbock Texas","organic":"premises liability injury law firms in Lubbock Texas","perplexity":"Which premises liability injury law firms should I consider in Lubbock, Texas?"}},{"id":"cal-plumbing-1","verticalId":"plumbing","subgroup":"residential","wording":{"chatgpt":"Which emergency plumbers should I consider in Lubbock, Texas?","claude":"Which emergency plumbers should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which emergency plumbers should I consider in Lubbock, Texas?","maps":"emergency plumbers in Lubbock Texas","organic":"emergency plumbers in Lubbock Texas","perplexity":"Which emergency plumbers should I consider in Lubbock, Texas?"}},{"id":"cal-plumbing-2","verticalId":"plumbing","subgroup":"residential","wording":{"chatgpt":"Which water heater replacement companies should I consider in Lubbock, Texas?","claude":"Which water heater replacement companies should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which water heater replacement companies should I consider in Lubbock, Texas?","maps":"water heater replacement companies in Lubbock Texas","organic":"water heater replacement companies in Lubbock Texas","perplexity":"Which water heater replacement companies should I consider in Lubbock, Texas?"}},{"id":"cal-plumbing-3","verticalId":"plumbing","subgroup":"residential","wording":{"chatgpt":"Which drain cleaning companies should I consider in Lubbock, Texas?","claude":"Which drain cleaning companies should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which drain cleaning companies should I consider in Lubbock, Texas?","maps":"drain cleaning companies in Lubbock Texas","organic":"drain cleaning companies in Lubbock Texas","perplexity":"Which drain cleaning companies should I consider in Lubbock, Texas?"}},{"id":"cal-plumbing-4","verticalId":"plumbing","subgroup":"residential","wording":{"chatgpt":"Which sewer line repair companies should I consider in Lubbock, Texas?","claude":"Which sewer line repair companies should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which sewer line repair companies should I consider in Lubbock, Texas?","maps":"sewer line repair companies in Lubbock Texas","organic":"sewer line repair companies in Lubbock Texas","perplexity":"Which sewer line repair companies should I consider in Lubbock, Texas?"}},{"id":"cal-plumbing-5","verticalId":"plumbing","subgroup":"commercial","wording":{"chatgpt":"Which commercial plumbers should I consider in Lubbock, Texas?","claude":"Which commercial plumbers should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which commercial plumbers should I consider in Lubbock, Texas?","maps":"commercial plumbers in Lubbock Texas","organic":"commercial plumbers in Lubbock Texas","perplexity":"Which commercial plumbers should I consider in Lubbock, Texas?"}},{"id":"cal-primary-urgent-care-1","verticalId":"primary-urgent-care","subgroup":"primary","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which primary care clinics accepting new patients should I consider in Lubbock, Texas?","maps":"primary care clinics accepting new patients in Lubbock Texas","organic":"primary care clinics accepting new patients in Lubbock Texas","perplexity":"Which primary care clinics accepting new patients should I consider in Lubbock, Texas?"}},{"id":"cal-primary-urgent-care-2","verticalId":"primary-urgent-care","subgroup":"primary","wording":{"chatgpt":"Which family medicine clinics should I consider in Lubbock, Texas?","claude":"Which family medicine clinics should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which family medicine clinics should I consider in Lubbock, Texas?","maps":"family medicine clinics in Lubbock Texas","organic":"family medicine clinics in Lubbock Texas","perplexity":"Which family medicine clinics should I consider in Lubbock, Texas?"}},{"id":"cal-primary-urgent-care-3","verticalId":"primary-urgent-care","subgroup":"primary","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which primary care clinics offering annual checkups should I consider in Lubbock, Texas?","maps":"primary care clinics offering annual checkups in Lubbock Texas","organic":"primary care clinics offering annual checkups in Lubbock Texas","perplexity":"Which primary care clinics offering annual checkups should I consider in Lubbock, Texas?"}},{"id":"cal-primary-urgent-care-4","verticalId":"primary-urgent-care","subgroup":"urgent","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which walk-in urgent care clinics should I consider in Lubbock, Texas?","maps":"walk-in urgent care clinics in Lubbock Texas","organic":"walk-in urgent care clinics in Lubbock Texas","perplexity":"Which walk-in urgent care clinics should I consider in Lubbock, Texas?"}},{"id":"cal-primary-urgent-care-5","verticalId":"primary-urgent-care","subgroup":"urgent","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which urgent care clinics with evening hours should I consider in Lubbock, Texas?","maps":"urgent care clinics with evening hours in Lubbock Texas","organic":"urgent care clinics with evening hours in Lubbock Texas","perplexity":"Which urgent care clinics with evening hours should I consider in Lubbock, Texas?"}},{"id":"cal-property-management-1","verticalId":"property-management","subgroup":"single-family","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which single-family rental property management companies should I consider in Lubbock, Texas?","maps":"single-family rental property management companies in Lubbock Texas","organic":"single-family rental property management companies in Lubbock Texas","perplexity":"Which single-family rental property management companies should I consider in Lubbock, Texas?"}},{"id":"cal-property-management-2","verticalId":"property-management","subgroup":"multifamily","wording":{"chatgpt":"Which apartment property management companies should I consider in Lubbock, Texas?","claude":"Which apartment property management companies should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which apartment property management companies should I consider in Lubbock, Texas?","maps":"apartment property management companies in Lubbock Texas","organic":"apartment property management companies in Lubbock Texas","perplexity":"Which apartment property management companies should I consider in Lubbock, Texas?"}},{"id":"cal-property-management-3","verticalId":"property-management","subgroup":"commercial","wording":{"chatgpt":"Which commercial property management companies should I consider in Lubbock, Texas?","claude":"Which commercial property management companies should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which commercial property management companies should I consider in Lubbock, Texas?","maps":"commercial property management companies in Lubbock Texas","organic":"commercial property management companies in Lubbock Texas","perplexity":"Which commercial property management companies should I consider in Lubbock, Texas?"}},{"id":"cal-property-management-4","verticalId":"property-management","subgroup":"single-family","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which companies offering tenant placement for rental houses should I consider in Lubbock, Texas?","maps":"companies offering tenant placement for rental houses in Lubbock Texas","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?"}},{"id":"cal-property-management-5","verticalId":"property-management","subgroup":"association","wording":{"chatgpt":"Which HOA management companies should I consider in Lubbock, Texas?","claude":"Which HOA management companies should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which HOA management companies should I consider in Lubbock, Texas?","maps":"HOA management companies in Lubbock Texas","organic":"HOA management companies in Lubbock Texas","perplexity":"Which HOA management companies should I consider in Lubbock, Texas?"}},{"id":"cal-real-estate-1","verticalId":"real-estate","subgroup":"residential","wording":{"chatgpt":"Which residential real estate brokerages should I consider in Lubbock, Texas?","claude":"Which residential real estate brokerages should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which residential real estate brokerages should I consider in Lubbock, Texas?","maps":"residential real estate brokerages in Lubbock Texas","organic":"residential real estate brokerages in Lubbock Texas","perplexity":"Which residential real estate brokerages should I consider in Lubbock, Texas?"}},{"id":"cal-real-estate-2","verticalId":"real-estate","subgroup":"residential","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which real estate brokerages helping first-time homebuyers should I consider in Lubbock, Texas?","maps":"real estate brokerages helping first-time homebuyers in Lubbock Texas","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?"}},{"id":"cal-real-estate-3","verticalId":"real-estate","subgroup":"residential","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which real estate brokerages helping homeowners sell should I consider in Lubbock, Texas?","maps":"real estate brokerages helping homeowners sell in Lubbock Texas","organic":"real estate brokerages helping homeowners sell in Lubbock Texas","perplexity":"Which real estate brokerages helping homeowners sell should I consider in Lubbock, Texas?"}},{"id":"cal-real-estate-4","verticalId":"real-estate","subgroup":"residential","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which real estate brokerages offering relocation assistance should I consider in Lubbock, Texas?","maps":"real estate brokerages offering relocation assistance in Lubbock Texas","organic":"real estate brokerages offering relocation assistance in Lubbock Texas","perplexity":"Which real estate brokerages offering relocation assistance should I consider in Lubbock, Texas?"}},{"id":"cal-real-estate-5","verticalId":"real-estate","subgroup":"commercial","wording":{"chatgpt":"Which commercial real estate brokerages should I consider in Lubbock, Texas?","claude":"Which commercial real estate brokerages should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which commercial real estate brokerages should I consider in Lubbock, Texas?","maps":"commercial real estate brokerages in Lubbock Texas","organic":"commercial real estate brokerages in Lubbock Texas","perplexity":"Which commercial real estate brokerages should I consider in Lubbock, Texas?"}},{"id":"cal-restaurants-1","verticalId":"restaurants","subgroup":"mexican","wording":{"chatgpt":"Which Mexican restaurants should I consider in Lubbock, Texas?","claude":"Which Mexican restaurants should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which Mexican restaurants should I consider in Lubbock, Texas?","maps":"Mexican restaurants in Lubbock Texas","organic":"Mexican restaurants in Lubbock Texas","perplexity":"Which Mexican restaurants should I consider in Lubbock, Texas?"}},{"id":"cal-restaurants-2","verticalId":"restaurants","subgroup":"barbecue","wording":{"chatgpt":"Which barbecue restaurants should I consider in Lubbock, Texas?","claude":"Which barbecue restaurants should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which barbecue restaurants should I consider in Lubbock, Texas?","maps":"barbecue restaurants in Lubbock Texas","organic":"barbecue restaurants in Lubbock Texas","perplexity":"Which barbecue restaurants should I consider in Lubbock, Texas?"}},{"id":"cal-restaurants-3","verticalId":"restaurants","subgroup":"breakfast","wording":{"chatgpt":"Which breakfast restaurants should I consider in Lubbock, Texas?","claude":"Which breakfast restaurants should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which breakfast restaurants should I consider in Lubbock, Texas?","maps":"breakfast restaurants in Lubbock Texas","organic":"breakfast restaurants in Lubbock Texas","perplexity":"Which breakfast restaurants should I consider in Lubbock, Texas?"}},{"id":"cal-restaurants-4","verticalId":"restaurants","subgroup":"family","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which family-friendly sit-down restaurants should I consider in Lubbock, Texas?","maps":"family-friendly sit-down restaurants in Lubbock Texas","organic":"family-friendly sit-down restaurants in Lubbock Texas","perplexity":"Which family-friendly sit-down restaurants should I consider in Lubbock, Texas?"}},{"id":"cal-restaurants-5","verticalId":"restaurants","subgroup":"occasion","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which restaurants for a special-occasion dinner should I consider in Lubbock, Texas?","maps":"restaurants for a special-occasion dinner in Lubbock Texas","organic":"restaurants for a special-occasion dinner in Lubbock Texas","perplexity":"Which restaurants for a special-occasion dinner should I consider in Lubbock, Texas?"}},{"id":"cal-restoration-1","verticalId":"restoration","subgroup":"water","wording":{"chatgpt":"Which water damage restoration companies should I consider in Lubbock, Texas?","claude":"Which water damage restoration companies should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which water damage restoration companies should I consider in Lubbock, Texas?","maps":"water damage restoration companies in Lubbock Texas","organic":"water damage restoration companies in Lubbock Texas","perplexity":"Which water damage restoration companies should I consider in Lubbock, Texas?"}},{"id":"cal-restoration-2","verticalId":"restoration","subgroup":"fire","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which fire and smoke damage restoration companies should I consider in Lubbock, Texas?","maps":"fire and smoke damage restoration companies in Lubbock Texas","organic":"fire and smoke damage restoration companies in Lubbock Texas","perplexity":"Which fire and smoke damage restoration companies should I consider in Lubbock, Texas?"}},{"id":"cal-restoration-3","verticalId":"restoration","subgroup":"mold","wording":{"chatgpt":"Which mold remediation companies should I consider in Lubbock, Texas?","claude":"Which mold remediation companies should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which mold remediation companies should I consider in Lubbock, Texas?","maps":"mold remediation companies in Lubbock Texas","organic":"mold remediation companies in Lubbock Texas","perplexity":"Which mold remediation companies should I consider in Lubbock, Texas?"}},{"id":"cal-restoration-4","verticalId":"restoration","subgroup":"water","wording":{"chatgpt":"Which emergency water extraction companies should I consider in Lubbock, Texas?","claude":"Which emergency water extraction companies should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which emergency water extraction companies should I consider in Lubbock, Texas?","maps":"emergency water extraction companies in Lubbock Texas","organic":"emergency water extraction companies in Lubbock Texas","perplexity":"Which emergency water extraction companies should I consider in Lubbock, Texas?"}},{"id":"cal-restoration-5","verticalId":"restoration","subgroup":"commercial","wording":{"chatgpt":"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?\nUse web search for this controlled observation.","gemini":"Which commercial property damage restoration companies should I consider in Lubbock, Texas?","maps":"commercial property damage restoration companies in Lubbock Texas","organic":"commercial property damage restoration companies in Lubbock Texas","perplexity":"Which commercial property damage restoration companies should I consider in Lubbock, Texas?"}},{"id":"cal-roofing-1","verticalId":"roofing","subgroup":"residential","wording":{"chatgpt":"Which roof replacement contractors should I consider in Lubbock, Texas?","claude":"Which roof replacement contractors should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which roof replacement contractors should I consider in Lubbock, Texas?","maps":"roof replacement contractors in Lubbock Texas","organic":"roof replacement contractors in Lubbock Texas","perplexity":"Which roof replacement contractors should I consider in Lubbock, Texas?"}},{"id":"cal-roofing-2","verticalId":"roofing","subgroup":"residential","wording":{"chatgpt":"Which roof leak repair companies should I consider in Lubbock, Texas?","claude":"Which roof leak repair companies should I consider in Lubbock, Texas?\nUse web search for this controlled observation.","gemini":"Which roof leak repair companies should I consider in Lubbock, Texas?","maps":"roof leak repair companies 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