What AI engines actually recommend
for Mcallen HVAC
We probed 4 AI engines (ChatGPT, Claude, Perplexity, Gemini) with 10 real customer-search queries about Mcallen hvac. 8 unique businesses were named across the answers. Engine coverage (% of queries that returned a specific recommendation): Perplexity 100% · ChatGPT 0% · Claude 0% · Gemini 100%. Most-cited business: American AC & Heating (15 citations across 2 engines). Below is the live data — every number is computed from the AI answers shown in the per-query breakdown.
Engine coverage
% of queries where the engine returned a specific business name (not just “search Booking.com” or a refusal).
Top 3 — who wins this market
Most-cited businesses
8 businesses named across 10 queries| Rank | Property | ChatGPT | Claude | Perplexity | Gemini | Total | Score |
|---|---|---|---|---|---|---|---|
| 1 | American AC & Heating | · | · | 10 | 5 | 15 | 100 |
| 2 | Frontier Cooling & Heating | · | · | 10 | 5 | 15 | 100 |
| 3 | All Valley Plumbing & AC Co. | · | · | 10 | · | 10 | 60 |
| 4 | Comfort Services | · | · | 10 | · | 10 | 60 |
| 5 | Cytech Heating & Cooling | · | · | 10 | · | 10 | 60 |
| 6 | L&S Air LLC | · | · | · | 7 | 7 | 48 |
| 7 | Hess Air | · | · | · | 7 | 7 | 48 |
| 8 | Colair, Inc. | · | · | · | 1 | 1 | 24 |
Total = sum of citations across all engines × all queries. Score = density-weighted with cross-engine consensus.
Per-query breakdown
click any row to read what each AI actually saidOther"best HVAC company in McAllen"0 engines
Other"emergency AC repair in McAllen same day"0 engines
Other"heat pump installation in McAllen with rebates"0 engines
Other"top rated furnace replacement contractor in McAllen"0 engines
Other"McAllen HVAC maintenance plan recommendations"0 engines
We probe 4 AI engines weekly with 15 hand-curated customer queries per market. The remaining 5 answers (rank, citations, exact engine wording) unlock with Pro $49/mo. The full prompt library is Agency-tier IP — see pricing.
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Data snapshot generated July 6, 2026. Refreshed weekly. findloc.ai is independent — we are not affiliated with OpenAI, Anthropic, Perplexity or Google. AI engine answers shown are quoted verbatim from public API responses and may change between snapshots.