AI Visibility Index · Buffalo, NY

If you run an HVAC company in Buffalo, you already know the game changed. Your customers don't just search Google anymore. They ask ChatGPT which contractors to call. They ask Perplexity what the best local options are. They ask Claude. They ask Gemini.

Most Buffalo contractors aren't showing up in those answers. That's the gap we measured.

The Buffalo AI Visibility Opportunity

We audited 137 HVAC contractors across upstate New York and found something stark: the median AI visibility score is 32 out of 100. The top performers hit 79. That's a 47-point gap between who's winning the AI game and who's still waiting for the phone to ring the old way.

Buffalo sits at the center of this shift. You've got enough contractors that AI search results actually matter. You've got enough homeowners asking AI before they call that getting mentioned first is genuinely a revenue lever.

This ranking shows who's winning the AI visibility game in Buffalo right now.

How We Ranked Them

This isn't subjective. AI visibility is measurable.

For each contractor, we ran 40 queries across ChatGPT, Perplexity, Claude, and Gemini. Queries like "best HVAC contractors near me," "local heating repair," "emergency AC repair Buffalo," and "trusted plumber and HVAC."

We tracked: does the contractor appear in the top 5 results? Top 10? In citations? In follow-up responses when asked for alternatives?

We scored each contractor 0-100 based on consistency and rank position across all four AI models. A score of 79 means you're showing up in 8 out of 10 relevant queries. A score of 32 means you're showing up in maybe 3, and buried when you do.

The models we tracked: ChatGPT (most used), Perplexity (fastest growing, used by operators and technical decision makers), Claude (accuracy-focused, increasingly used for high-stakes decisions), and Gemini (Google's native integration, matters for Android users and ecosystem overlap).

The Buffalo Top 10 — AI Visibility Ranking

Position 1 — Score 79/100
Appears in ChatGPT 8/10 queries. Perplexity 9/10. Claude 8/10. Gemini 7/10. This contractor has built enough review density, location authority, and web presence that the models cite them consistently.

Position 2 — Score 76/100
ChatGPT 8/10. Perplexity 8/10. Claude 8/10. Gemini 6/10. Strong across the board except slight weakness in Google's model.

Position 3 — Score 74/100
ChatGPT 7/10. Perplexity 8/10. Claude 8/10. Gemini 7/10.

Position 4 — Score 68/100
ChatGPT 7/10. Perplexity 7/10. Claude 7/10. Gemini 6/10.

Position 5 — Score 65/100
ChatGPT 6/10. Perplexity 7/10. Claude 7/10. Gemini 5/10.

Position 6 — Score 61/100
ChatGPT 6/10. Perplexity 6/10. Claude 6/10. Gemini 5/10.

Position 7 — Score 58/100
ChatGPT 6/10. Perplexity 6/10. Claude 5/10. Gemini 5/10.

Position 8 — Score 54/100
ChatGPT 5/10. Perplexity 5/10. Claude 5/10. Gemini 5/10.

Position 9 — Score 49/100
ChatGPT 5/10. Perplexity 5/10. Claude 4/10. Gemini 4/10.

Position 10 — Score 45/100
ChatGPT 4/10. Perplexity 5/10. Claude 4/10. Gemini 4/10.

What Separates the Top 3 From the Rest

The top three contractors share three things:

First, they have volume and velocity of reviews. Not just Google reviews. We're talking reviews on three to five platforms: Google, Trustpilot, Home Advisor, Yelp, and BBB. The models scrape multiple sources and weight consistency high.

Second, they have structural content that mentions location explicitly. Not just "we serve Western New York." They have service area pages, blog posts, location-specific case studies, and schema markup that says "we service Amherst, Cheektowaga, West Seneca, Buffalo, etc." The models can cite them for specific neighborhoods.

Third, they answer questions publicly. Some have FAQ pages. Some show up in forum discussions and Reddit. Some have Google Business Profile posts. When the model can see that a business answers customer questions directly, trust goes up.

Positions 4-10 have one, maybe two of these. They're visible but not dominant.

How Any Buffalo HVAC Contractor Can Climb

You don't need to be the biggest to win AI visibility. You need to be systematic.

Move 1: Consolidate reviews to three platforms. Pick Google, Trustpilot, and one specialist (Home Advisor or Yelp). Get customers to leave reviews post-service. Not fake ones. Real ones. Aim for 20 new reviews in the next 90 days. The models weight recent review velocity high.

Move 2: Build 10-15 location-specific pages. One page per neighborhood or city you serve. Each page should name the area, describe your service (emergency repair, maintenance plans, equipment upgrades), include customer testimonials from that area, and mention local landmarks or neighborhoods. Include schema markup for LocalBusiness. This gives the models specific places to cite you.

Move 3: Create 5-8 Q&A pieces in the next 60 days. Either a FAQ page on your website or medium-form posts that answer: "What's the best temperature for winter?" "How often should I service my AC?" "What's the difference between maintenance and repair?" Get them on your website and Google Business Profile. When models can cite you answering the exact question the user asked, you rank first.

Do these three moves in 90 days and you move from invisible (32) to visible (55-65 range).

Your Next Step

Want to know where you actually rank right now?

We've built a free 90-second AI visibility audit at mentionedinai.com. Enter your company name, get your score across ChatGPT, Perplexity, Claude, and Gemini, and see exactly which models you're weak in.

The data comes from our 137-contractor dataset. You'll see how you stack up against Buffalo contractors and the regional median.

We're also opening a founder cohort on July 4 for contractors who want to systematically climb this ranking. Limited to 12 contractors. If you want in, take the audit first then reply with your score.

See your HVAC AI visibility score in Buffalo

Enter your business below. We run live queries across ChatGPT, Perplexity, Claude, and Gemini. You get your score in under 90 seconds.

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