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Aggregator (directory site)

An aggregator is a third-party directory or review site such as Yelp, Angi, Thumbtack, Healthgrades, or Avvo that collects listings and reviews for many businesses in a category, and AI engines frequently cite them when recommending local businesses.

Also known as: Directory site, Review platform, Listing site

An aggregator is a site whose product is other businesses' information. Yelp and Google collect reviews across every category. Angi, Thumbtack, and HomeAdvisor cover home services. Healthgrades and Zocdoc cover doctors and dentists. Avvo covers lawyers. Each holds a profile for thousands of businesses with roughly the same fields: name, location, services, hours, ratings, and reviews. That uniformity is exactly what makes them useful to an AI engine trying to compare options.

When an answer engine gets a question like who's a good orthodontist in Plano, it needs sources that list several orthodontists in Plano with comparable information. A single practice's website can't do that. An aggregator page can. So aggregators show up constantly as cited sources. In one vendor analysis of 267,280 AI citations drawn from its own clients' local-marketing campaigns, the SEO tool Local Dominator found Yelp, Google, Reddit, Facebook, and Angi were the most-cited sources. That's a convenience sample with no disclosed methodology, so trust the ordering more than the counts, but it matches what most local businesses see when they check their own answers.

Some aggregators have formal ties to the engines now. Yelp disclosed a data-licensing agreement with OpenAI in its Q4 2025 earnings in February 2026. Thumbtack was integrated into OpenAI's Operator in January 2025 and into ChatGPT for home-services booking in October 2025, though no data-licensing agreement was published. Reddit, which functions as an aggregator of opinions if not listings, has a licensing deal with Google worth roughly $60 million a year and a partnership with OpenAI estimated at roughly $70 million a year. Where the engines pay for data, expect that data to be read.

For a small business, this means your aggregator profiles are part of your website whether you think of them that way or not. A Yelp page with four reviews and no photos is a thin source; a complete Healthgrades profile is a strong one. Yext, analyzing 6.8 million citations across retail, financial services, healthcare, and food service, found managed listings like Yelp and Google Business Profile made up about 42% of AI citations. Not local-specific, but a clear indication that listings carry weight.

Which aggregators matter for you depends on your trade and on the engine. Tibly's cited-source tracking shows which directories each engine actually cites for the buying questions in your market, so you can complete the profiles that are doing the work and skip the ones nobody's reading.

FAQ

Common questions about Aggregator (directory site)

Which directories do AI engines cite most for local businesses?
No clean, representative study exists. Local Dominator's vendor analysis of its own clients' campaigns found Yelp, Google, Reddit, Facebook, and Angi most cited. Yelp's 2026 licensing deal with OpenAI and Thumbtack's ChatGPT integration suggest those two carry particular weight in ChatGPT. The mix varies by engine and trade.
Should I pay for premium listings on aggregators to improve AI visibility?
Nobody has measured whether paid placement on an aggregator affects AI citations. What's known is that engines read the profile content, so a complete free profile with real reviews is the baseline. Spend on premium placement for the leads it generates directly, not for an unproven AI effect.