Does ChatGPT Recommend HVAC Contractors in Metro Vancouver? What We Found When We Tested It
In May 2026, Rankwise ran 30 HVAC-related queries through ChatGPT, Google AI Overviews, Perplexity, and Claude — the four AI search tools homeowners use most. Zero Metro Vancouver HVAC contractors appeared by name in any answer. The domains that were cited across those 30 queries fell into four categories:
1. FAQ-format blog posts with question H2 headers and direct first-sentence answers 2. Aggregator listings on platforms like Clutch, Upcity, and HomeStars 3. Reddit threads from r/hvacadvice and r/sweatystartup 4. Pages with at least one specific numeric claim — a price, a timeline, a review count — within the first 200 words
If none of those four apply to your website, AI tools won't quote you even if they've crawled your site. The contractors who do show up get the call before a homeowner ever opens Google Maps.
Why do AI tools like ChatGPT ignore most HVAC contractor websites?
AI search tools — ChatGPT Search, Google AI Overviews, Perplexity — don't work like Google. Google ranks pages. AI tools extract quotes. To be quoted, your content has to be structured in a way that lets an AI lift a specific sentence and attach a source URL to it.
Most HVAC contractor websites aren't built that way. They're brochure sites: service pages that list what you do, a contact form, maybe a few photos of the van. An AI tool crawls the page, finds nothing extractable, and moves on to the next result — usually a national directory or an agency blog that wrote a post specifically structured as a question and answer.
The practical effect: when a homeowner in Richmond asks ChatGPT "who does heat pump installation in Richmond BC," the answer cites hookagency.com and servicetitan.com — not you. They get the call.
What does it take for an AI tool to quote your HVAC business?
Four things, in order of how fast they pay off:
1. FAQ-formatted pages with question H2s Every section header on your blog or service page should be the literal question a homeowner would ask: "How much does a heat pump installation cost in Vancouver?" not "Our Installation Process." AI tools index question-answer pairs. A header that reads like a category label gets skipped.
2. A numeric anchor in the first 200 words AI tools quote facts, not statements. "Most contractors in Metro Vancouver have between 30 and 80 Google reviews" is citable. "Reviews help contractors rank" is not. You need at least one specific number — a price range, a timeline, a review count, a conversion rate — in the first three paragraphs of every page.
3. A listing on at least one aggregator platform Clutch, Upcity, and HomeStars appeared in 22 of the 30 AI answers in Rankwise's May 2026 test. These platforms have high trust signals baked in — AI tools treat them the way a contractor treats a Better Business Bureau listing. A free or basic listing gets you into the citation pool.
4. Direct answers under question headers — not preambles The sentence immediately under an H2 question must answer the question. Not "great question, let's explore that." Not "there are several factors to consider." The first sentence answers it. Everything after expands. If your content buries the answer in paragraph three, AI tools take the paragraph-three answer from a competitor who led with it.
How does this affect calls from Google Search in Metro Vancouver?
Google AI Overviews — the blue box that appears above results on mobile — runs on similar logic. Pages without FAQ schema, without numeric anchors, and without question-format H2s get paraphrased in the overview instead of cited. The distinction matters: if Google paraphrases your content, the homeowner gets the answer and doesn't click. If Google cites your content with a link, you get the click.
Rankwise Lab tested 34 HVAC-related queries against Google's Metro Vancouver results in May 2026. 33 of 34 triggered an AI Overview block above the organic results. In every one of those 33 cases, zero Metro Vancouver HVAC contractors were cited by name — the AI block answered using content from national directories and agency blogs, then closed without a local attribution. The organic listings below the overview were still there, but the homeowner had their answer before they reached them.
Six pages on rankwise.ca have since been rewritten with a numbered lede, named entities (specific directories and city names), and a verifiable number in the first paragraph. Those rewrites are now indexed; citation tracking is ongoing.
The same logic applies to your GBP-linked website, not just blog content.
What's the fastest change an HVAC contractor can make to start getting cited?
Add one FAQ block to your highest-traffic service page — not a separate FAQ page, but a section embedded in the page itself. Format it as:
Question as an H3: How much does a heat pump installation cost in Burnaby? Answer as the first sentence: A heat pump installation in Burnaby typically costs between $4,000 and $10,000 installed, depending on the unit size and whether your home already has ductwork.
Three or four of those blocks on your main service page — marked up with FAQPage schema, which your web developer or website platform can add — gives AI tools a tidy list of facts to extract. It takes about an hour to add to an existing page and doesn't require a new blog post or a site redesign.
In the same test (30 queries × 4 AI tools = 120 total answers), rsgonzales.com appeared in 51 answers and hookagency.com appeared in 35. Neither is an HVAC company — both are marketing agencies whose blog content is structured as question-and-answer pages with named entities and numeric anchors throughout. They're cited because their content is formatted for extraction, not because they know more about HVAC.
Is it worth doing if you're already ranking on Google Maps?
Yes, and here's the specific reason: Google Maps (the Map Pack) and AI citations are two separate surfaces that reach the same homeowner at different moments. The Map Pack catches the homeowner after they've decided to search. AI citations catch them earlier — while they're still in "asking questions" mode on ChatGPT or in the AI Overview box.
A contractor with a strong Map Pack position and zero AI citation presence is leaving the early-stage homeowner on the table. That homeowner asks AI three questions, gets confident in a contractor who shows up consistently across all three answers, and calls them before they ever open Maps.
The Map Pack is still the higher-value surface for Metro Vancouver HVAC right now. AI citation is the emerging layer on top of it. Both matter, neither replaces the other.
Frequently Asked Questions
Does this mean I need to completely redo my website? No. The highest-impact changes are additive: add FAQ blocks to existing service pages, make sure your H2s are phrased as questions, add one numeric anchor to each page's first paragraph. You're not rebuilding — you're reformatting what's already there.
Will a free listing on Clutch or Upcity actually help? Yes, for AI citation specifically. These platforms carry high trust signals with AI retrieval engines. A free listing with accurate business information, a short description, and at least one review puts you in the citation pool for aggregator-type queries ("best HVAC contractors in Vancouver"). It won't move your Google Map Pack position, but it adds a second citation surface.
How long before I start showing up in ChatGPT answers? Based on Rankwise's observations and industry testing, citation patterns in AI tools typically lag 4–8 weeks behind page indexing. If you make changes today and Google indexes the updated pages within a week, you'd expect to start appearing in AI answers within 4–8 weeks for the queries that match your new FAQ structure. For Google AI Overviews specifically, the lag is shorter — often 2–3 weeks from indexing.
Does this work for every city in Metro Vancouver or just the big ones? It works best for city-specific queries. "Heat pump installation Burnaby" and "furnace repair Surrey" are more likely to trigger an AI citation than "heat pump installation Metro Vancouver" because the city name adds enough specificity for the AI to treat it as a factual claim rather than a general topic. Name your city explicitly in FAQ answers and page headers — not just in the footer.
Book a 15-minute call at rankwise.ca/audit — we'll go over how you currently show up across Google Maps and AI search in your city, which calls might be going to competitors, and whether we're the right team to help grow your call volume from there. We work with one HVAC contractor per city, so we take a close look before taking anyone on. If we're not the right team, we'll say so.
Rankwise is a local SEO agency serving HVAC contractors in Metro Vancouver. One contractor per city, month-to-month, monthly targets guaranteed or you don't pay.