Why ChatGPT Cites Yelp Before Your Website

Open ChatGPT. Type "best HVAC in Ottawa." Watch what it cites.

Probably Yelp. Maybe a Reddit thread. Possibly BBB Canada. Almost never your homepage.

That's the new game. AI local search citations don't come from the websites local owners spent ten years optimizing. They come from a small set of third-party sources that AI models trust more than any first-party site. AI search referrals to small business websites grew roughly 1,200% year over year through 2025. Most of that traffic landed on businesses that show up in the third-party sources. The rest got skipped. This post is the unsexy fix: five places your Ottawa business needs to live, in order of impact, and the two-hour audit that tells you exactly which ones you're missing.

Where AI Actually Looks for Local Businesses

The data on what ChatGPT, Perplexity, and Google AI Overviews cite is now public, and it's blunt.

Listicles take 21.9% of citations. Articles 16.7%. Product and service pages 13.7%. Perplexity cites at least one source in 97% of answers. ChatGPT cites in about 16%. Google AI Overviews sit at 34%. For local queries in particular, those citations cluster around Yelp, TripAdvisor, MapQuest, BBB, Reddit, and city-specific listing sites — not individual business websites.

First-party websites do still get cited — but only when they have LocalBusiness schema, a clear NAP block, FAQ markup, and content that directly answers the question being asked. If you don't, AI tools route around you and pull from sources that already do that work.

So-what: AI doesn't decide who's "best" in Ottawa from your About page. It synthesizes from where everyone else already wrote about you.

Why Your Ottawa Website Doesn't Get Cited

Three reasons, in priority order.

You're a single source. AI models cross-reference. If only your website says you're the best HVAC company in Stittsville, that reads as a marketing claim. If Yelp, Reddit, and BBB also rank you well, that reads as evidence. The model trusts evidence.

Your pages don't answer the right questions. Most local service sites lead with brand language — "Quality. Trust. Service." AI scans for sentence-level answers to "how much does it cost," "do they take walk-ins," "what neighbourhoods do they serve." If those words aren't near the top of your page, the model filters you out. Answer engine optimization for local business is a separate playbook from traditional SEO and most Ottawa sites haven't done it yet.

You don't have schema markup. LocalBusiness, Service, and FAQ schema are how AI tools confirm what kind of business you are and what you offer. Without them, you're invisible to Perplexity and Google AI Overviews even if your traditional ranking is strong. Google AI Overviews are eating your local clicks and schema is the entry fee.

So-what: owning your website is necessary but not sufficient. The citation game lives elsewhere.

The 5 Sources Every Ottawa SMB Needs To Be On

In order of citation weight as of 2026.

1. Google Business Profile. Still the dominant local signal in Canada. Categories, hours, photos, Q&A answered, and a steady review velocity. Without this you're nowhere — and Google AI Overviews lean on GBP heavier than any other source.

2. Yelp Canada. Underused in Ottawa, but it's one of the top three sources Perplexity pulls from for local queries. Even a basic claimed Yelp profile with current hours and 5+ reviews moves the needle. Most of your competitors haven't done this.

3. BBB Canada. AI tools weight Better Business Bureau profiles as a trust signal for service businesses. An accredited profile gets cited as proof of legitimacy when ChatGPT compares options across HVAC, contractors, and clinics.

4. Reddit. r/ottawa, r/restaurants, r/HVAC, and city-specific subreddits are crawled by Perplexity and increasingly by ChatGPT. One organic mention in a "best of Ottawa" thread is worth more than ten citations on small directories. You can't fake this — you have to earn it through actual customer reviews and word of mouth.

5. Local listing sites. Yellow Pages Canada, Foursquare, Apple Maps, Cylex. They feed each other and feed AI tools. The cost of being on them is roughly one afternoon of work. The cost of not being on them is the citations you'll never see.

So-what: pick the one you're missing the most and fix it this week. Don't try to do all five at once.

The Two-Hour AI Citation Audit

Three steps. Most Ottawa owners can do this themselves.

Run a brand audit. Open ChatGPT and Perplexity. Search "best [your service] in Ottawa," your business name, and one neighbourhood-level query like "[your service] in Kanata" or "[your service] in Orleans." Read what comes back. Note which sources got cited and which competitors got named. That's your map.

Find your gaps. If Yelp got cited and you have no Yelp Canada profile — that's the fix. If Reddit threads about your category never mention you, that's a longer-term fix that lives in earning real reviews and word of mouth. If BBB got cited and you have no profile, that's a one-hour fix today.

Add schema to your homepage. If you can't do it yourself, send the homepage to your developer with the request: "Add LocalBusiness, Service, and FAQ schema." Most Canadian local sites still don't have these. Adding them is a measurable boost inside 30 to 90 days, and it's the single highest-leverage hour your developer will work this quarter.

So-what: get listed where AI looks, and the citations start coming. Skip this and you stay invisible while your competitors build a moat in plain sight.