Google AI Overviews and Perplexity are starting to cite specific local contractors. We score your business 0-100 on how ready you are — using Claude Sonnet 4.6 to evaluate against the criteria AI assistants actually recommend.
Honest: we never fabricate competitor names. Some tools do. Ours doesn't.
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No hype, no fake panic. Here's the real state of AI search for HVAC contractors today, and why it matters in the next 12 months.
Ask ChatGPT or Claude for "best HVAC in [your city]" and they refuse to name specific contractors — knowledge-cutoff and accuracy limits. They tell homeowners to check Google Reviews. Any tool that claims otherwise is fabricating.
Google AI Overviews, Perplexity, and ChatGPT's web-browsing mode are starting to cite specific local businesses. For HVAC at scale, this hits in 6-18 months. The contractors with the right site signals will be the first ones named.
Citation-friendly content. LocalBusiness + FAQ schema. Verified credentials visible on-site. Service-area pages. Structured pricing. Most HVAC sites — even strong ones with 1,000+ reviews — weren't built for this. Yours probably wasn't either.
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