AI Visibility Index · Philadelphia, PA

If you're selling HVAC in Philadelphia and someone asks ChatGPT or Perplexity "Who should I call for AC repair," you need to know whether your name shows up. More than that — you need to know where you rank against the contractors across the city who are already winning that conversation.

We analyzed AI visibility for 137 HVAC contractors across the Philadelphia market, tracking their presence in ChatGPT, Perplexity, Claude, and Gemini. The data is stark. The median visibility score is 32 out of 100. The top performer scored 79. That's a 47-point gap between average and exceptional. For most contractors, that gap is invisible revenue loss.

This is the ranking that matters in 2026.

How We Ranked Them

AI visibility isn't about SEO in the traditional sense. Google still matters. But when a potential customer asks an AI before they search Google, you need to be in that answer. Our methodology tracks four AI models and scores each contractor on a 100-point scale based on:

• Presence — Does the contractor appear in AI responses to common HVAC queries in the Philadelphia area?
• Consistency — Do they show up across multiple queries and multiple AI models, or just one?
• Position — Are they in the opening recommendation, or buried as a secondary mention?
• Authority signal — Is the mention attributed to credible sources (Google Reviews, Better Business Bureau, industry directories) or weak signals?

Each contractor receives a score from 0 to 100 and a breakdown showing performance on each AI platform. The top performers don't get there by accident. They've built the kind of review density, local authority, and content consistency that AI models weight heavily when synthesizing recommendations.

The Top 10

Rank	Visibility Score	ChatGPT Presence	Perplexity Presence	Claude Presence	Gemini Presence
Position 1	79/100	9/10 queries	9/10 queries	8/10 queries	7/10 queries
Position 2	71/100	8/10 queries	8/10 queries	7/10 queries	6/10 queries
Position 3	68/100	8/10 queries	7/10 queries	6/10 queries	6/10 queries
Position 4	62/100	7/10 queries	6/10 queries	6/10 queries	5/10 queries
Position 5	58/100	6/10 queries	6/10 queries	5/10 queries	5/10 queries
Position 6	55/100	5/10 queries	5/10 queries	5/10 queries	4/10 queries
Position 7	51/100	5/10 queries	5/10 queries	4/10 queries	4/10 queries
Position 8	48/100	4/10 queries	4/10 queries	4/10 queries	3/10 queries
Position 9	45/100	4/10 queries	3/10 queries	3/10 queries	3/10 queries
Position 10	42/100	3/10 queries	3/10 queries	3/10 queries	2/10 queries

The 137 contractors in the full dataset averaged 32/100. Contractors ranked 11-50 clustered between 35-42. Below rank 50, visibility drops sharply.

What Separates the Top 3 From the Rest

Position 1 (79/100) and Position 2 (71/100) share three things the rest don't:

First, review volume and recency. Both have 200+ reviews across Google, Yelp, and BBB. They're not just old reviews either. Both posted fresh reviews in the last 30 days. AI models weight recent activity heavily because it signals active business and current credibility.

Second, consistent service area messaging. When you audit their Google Business Profile, website, and review responses, the geographic language is identical. They explicitly name Philadelphia neighborhoods, suburbs, and service zones. This teaches the AI model they serve this market. Contractors outside the top 10 often don't explicitly geo-tag their service areas on their profiles or website.

Third, authority partnerships. Both are members of the Philadelphia Better Business Bureau and list their credentials prominently. Position 1 also shows up in a trade association directory that carries high domain authority. AI models pick up on these signals and weight them in synthesis.

The gap between Position 1 (79) and Position 11 (38) is 41 points. But the work required isn't herculean. It's systematic.

How Any HVAC Contractor in Philadelphia Can Climb

Move 1: Audit and densify your reviews. If you're below 100 reviews total across all platforms, you're invisible. Set a 90-day goal to land 30 new reviews. Email recent customers, text them a link. Track the velocity. AI models reward density and recency. This alone can move you 10-15 points.

Move 2: Lock down your geographic messaging. Your Google Business Profile, website homepage, and service area pages should all name Philadelphia plus 3-5 specific neighborhoods or suburbs you serve. This teaches Google and the AI models that you own the Philadelphia market. Check your site copy. If you see "serving the tri-state" but not "Philadelphia, Fishtown, Northeast Philadelphia, Bensalem," you're leaving visibility on the table.

Move 3: Establish one authority partnership. Join the Philadelphia Better Business Bureau if you're not already a member. Add the badge to your website footer. If you're already in BBB, pick one other directory relevant to your service tier (NATE certification if you do technical work, EPA compliance if you do new installations) and list yourself. One authority signal can move you 8-12 points.

These three moves compound. A contractor at 32/100 executing all three can reach 50-55 within 90 days.

What's Your AI Visibility Right Now?

Find out in 90 seconds. We built a free audit tool that scores your visibility across all four AI models, shows you exactly where you're appearing (or not), and compares you to the median contractor in your market.

Run your free audit at mentionedinai.com. You'll get:

• Your AI visibility score (0-100)
• Breakdown by model (ChatGPT, Perplexity, Claude, Gemini)
• Your rank tier relative to Philadelphia contractors
• 3 specific next moves ranked by ROI

Bonus: If you run your audit before July 4, 2026, you're eligible for our Founder Cohort. Five contractors get enrolled into a 12-week program where we work with you directly to execute the three moves above, monitor your progress weekly, and get you to the top 20 in your market. Limited spots. Founder pricing applies.

The contractors winning in 2026 aren't waiting for perfection. They're moving now. Run the audit. See where you stand. Then climb.

See your HVAC AI visibility score in Philadelphia

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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