# AI platform discovery vs recommendation (US SMBs) **Branch:** `planning-selfserve-audit` **Status:** Research analysis (evidence). Complements `docs/SELF_SERVE_AI_DISCOVERABILITY_CONCEPT.md` and `docs/ALTERNATE_BUSINESS_PROPOSAL.md`. Not product SoT. **As of:** 2026-10-01 **Scope:** How the top six AI chatbots (by popularity) find and then recommend local small businesses, and which listing or data providers matter for each step. --- ## 1. Discovery is the gate If an AI platform never discovers a business, none of the downstream recommendation mechanics matter. **Discovery** means the assistant can find a real entity that matches the user's place or service intent: a named business with enough location and category signal to appear as a candidate. Discovery answers: "What businesses even exist here for this need?" **Recommendation** means the assistant chooses, ranks, or endorses one or more of those candidates for the user. Recommendation answers: "Which of the discovered businesses should I suggest, and why?" These are sequential. Discovery comes first. A complete Google Business Profile, a strong Yelp page, or a clean Bing Places listing only help recommendation if the platform can retrieve the business in the first place. Optimizing reviews, photos, or "best of" language without a discovery path is wasted work for AI surfaces. ### What happens after discovery Once a business is discovered, the assistant often needs more than a directory row. Downstream questions include hours, services, prices, whether they are open now, reputation, booking, and fit for the user's constraints. Those answers may come from: 1. **The business website** (and structured data such as LocalBusiness schema), when the model browses or cites the open web. 2. **Deeper pulls into provider data** (Maps place details, Yelp reviews and photos, partner place APIs, reservation feeds), when the platform has a licensed or native places graph. The same provider can matter for both steps (for example Yelp for discovery and for review-backed recommendation), but the product and SEO implications differ. Discovery is coverage and matchability. Recommendation is depth, trust signals, and action paths. --- ## 2. Top six AI platforms (popularity) Popularity ranking depends on the metric. Confirm and adjust if newer data differs. | Rank (working set) | Platform | Notes on popularity metrics | | --- | --- | --- | | 1 | ChatGPT | Leads most chatbot web-referral and web-visit share series (e.g. Statcounter Aug 2026 ~79% of that panel; other panels still put it first at lower share). | | 2 | Gemini | Clear second on referral and visit share; large Gemini app MAU. | | 3 | Perplexity | Often third on Statcounter-style referral share; lower on some visit-share panels. | | 4 | Copilot | Mid-pack on chatbot referral share; Bing/Microsoft distribution matters beyond pure chat share. | | 5 | Claude | Often third on web-visit share panels; lower on some referral panels. | | 6 | Meta AI | Tiny on chatbot referral charts, but very large MAU inside Facebook, Instagram, WhatsApp (reported ~1.2B). Included for US SMB discovery reach inside Meta apps. | **Metric caveat:** DeepSeek or Grok sometimes displace Copilot, Perplexity, or Meta AI on pure traffic charts. This document keeps the user's working six for US small-business recommendation surfaces. Label any ranking used in go-to-market copy with its metric and date. --- ## 3. Explicit split: discovery sources vs recommendation depth ### Providers that mainly drive discovery (gate) | Provider | Role in discovery | Primary platforms affected | | --- | --- | --- | | Google Business Profile / Google Maps | First-party place graph for Gemini and Google AI Mode; also produces crawlable listing pages other AIs may browse. | Gemini (direct); others via web/Maps pages | | Yelp | Licensed local content into ChatGPT and Perplexity; strong review/directory discovery surface. | ChatGPT, Perplexity; also cited on some Google AI Mode queries | | Bing Places + Bing Search index | How businesses enter Microsoft local entities and pages Copilot/Bing retrieve. | Copilot; ChatGPT when search uses Bing | | Business website + structured data | Crawlable entity for Claude, Perplexity, ChatGPT, Gemini AI Overviews-style answers. | All six (especially Claude and AI Overviews-like cite paths) | | Facebook / Instagram business pages | Primary observed discovery graph for Meta AI inside Meta apps. | Meta AI | | Foursquare Places | Documented Places API partner for ChatGPT Search; also a syndicating place graph. | ChatGPT (partner); indirect elsewhere via syndication | | Apple Business (successor to Apple Business Connect) | Place cards for Maps / Siri / Spotlight. Weak as a direct pull for ChatGPT/Gemini/Claude/Perplexity. | Apple ecosystem; secondary for this six | ### Providers that are upstream hygiene only (not AI destinations) | Provider | Role | Honesty label | | --- | --- | --- | | Localeze / TransUnion (ex-Neustar Localeze) | Feeds partner directories and some Apple/Bing-class destinations. | Indirect. No clean published study that aggregator cleanup alone produces a measured +X% AI mention rate. | | Data Axle | Same class: feeds directories / nav / partner lists. | Indirect. Stops stale twins regenerating onto long-tail sites AIs may later browse. | | SafeGraph | B2B POI / analytics. | Not an owner claim path for SMB AI recommend in current SoT. | | Yext (and similar publishers) | Pipes into Google, Apple, Bing, Yelp, Foursquare, etc. | Execution speed and consistency. Not a unique AI corpus. | **Call one-liner:** Rank for AI discovery: GBP/Maps + (for Copilot) Bing Places + Yelp/Foursquare (ChatGPT) + Meta pages (Meta AI) + the business website ≫ Localeze/Data Axle as indirect warehouses ≫ Yext-class pipes. Aggregators matter to stop regeneration, not because ChatGPT "reads Localeze." --- ## 4. Per-platform discovery map (then recommendation depth) For each of the six: how discovery typically works, then what supplies recommendation depth after the gate. ### ChatGPT - **Discovery:** Web search via third-party providers (Bing is a named provider; others may be used). Location may be shared with trusted local-listing partners. Documented place partners include **Yelp** (reviews, photos, business details; actions such as reserve / waitlist / request a quote) and **Foursquare Places** (Places API powering ChatGPT Search). Partner business feeds support local actions (for example restaurant reservation specs). - **After discovery:** Deeper Yelp content, partner feeds, and crawlable pages (business site, niche directories, MapQuest-class listing domains in citation studies). - **Not proven:** A direct owner "Localeze → ChatGPT" pipe. Completeness Score on an aggregator is not proof of ChatGPT discovery. - **Evidence labels:** Primary (OpenAI/Yelp announcements, OpenAI conversion feed specs); practitioner/vendor (BrightLocal, Yext, Foundation). BrightLocal-style "**60–70% of ChatGPT local from Foursquare**" is **UNVERIFIED magnitude** (partnership real; share not OpenAI-documented). ### Gemini (and Google AI Mode / AI Overviews context) - **Discovery:** Google Maps / Google Business Profile via documented **Grounding with Google Maps** (places, reviews, photos, addresses, hours). Search grounding supplies web context. - **After discovery:** Maps place detail and reviews for AI Mode; for AI Overviews-style answers, the **business website** often carries more citation weight than Maps URLs. - **Caution:** GBP is necessary for the Google local graph, **not sufficient** for AI recommendation share. BrightLocal Local AI Visibility: Maps mention roughly ~66% vs AI surfaces ~32–38% (directional). SOCi LVI 2026: ChatGPT recommended ~1.2% of brand locations vs ~35.9% appearing in Google's top-3 (vendor study; directional). Maps pack strength ≠ AI recommend rate. - **Evidence labels:** Primary (Gemini Maps grounding docs, Google blog); practitioner study (Steady Demand: AI Mode ~79.8% Maps/GBP citations on local-intent vs AI Overviews ~3.1% Maps/GBP and ~70.7% business sites). ### Perplexity - **Discovery:** Live web citation mix plus **Yelp Fusion** license (maps, reviews, photos in local suggestions). - **After discovery:** Cited Yelp pages, Maps/listing pages, niche directories, TripAdvisor (hospitality), MapQuest-class domains in vendor citation studies. - **Evidence labels:** Primary partnership (Verge/Yelp 2024); vendor citation mixes (BrightLocal, Foundation, Yext Scout). Competitive sets can omit Google itself or owned sites depending on study design. ### Copilot - **Discovery:** Public web answers ground through **Bing Search**. **Bing Places** is the owner path into Bing Maps / local listings that Bing can retrieve. - **After discovery:** Bing-indexed business pages, partner content Bing surfaces (including historical and ongoing Yelp relationships on Bing local in various forms). - **Evidence labels:** Primary (Microsoft Copilot web access → Bing Search; Bing Places help). Less quantified than Google/Yelp share studies. ### Claude - **Discovery:** Official **web search** tool with citations and optional user location. **No** documented dedicated local Places partner database in Anthropic docs. - **After discovery:** Whatever the retrieval index returns: business site, directories, Wikipedia when present, news/"best of" lists. - **Evidence labels:** Primary (Anthropic web_search tool docs). Backend index provider sometimes reported as Brave in industry chatter; **not Anthropic-confirmed**. ### Meta AI - **Discovery:** Practitioner observation and Meta-ecosystem logic point to **Facebook Business Pages**, **Instagram business profiles**, WhatsApp Business catalogs, and Meta recommendations/reviews as the primary local graph inside Meta apps. Meta transparency: public Meta content and interactions are used to develop AI at Meta. - **After discovery:** Meta-graph engagement, reviews, catalogs; thin Meta presence means weak Meta AI surfacing even if GBP is strong. - **Evidence labels:** Meta transparency (training/product data classes); practitioner GEO writeups (not Meta-published ranking recipes). Treat exact ranking weights as **UNVERIFIED**. --- ## 5. Ranked providers by practical impact on discovery (then recommend) Ordered for **getting discovered** by the six platforms above. Recommendation depth notes sit under each item. 1. **Google Business Profile / Google Maps** - Discovery: Dominant first-party graph for Gemini; crawlable listing pages for others. - Recommendation: Reviews, hours, photos, categories; still not enough alone for AI recommend share (see §4 Gemini caution). - Evidence: Gemini Maps grounding (primary); Steady Demand; BrightLocal; SOCi LVI (vendor). 2. **Yelp** - Discovery: Licensed into ChatGPT and Perplexity; frequently cited listing/review domain. - Recommendation: Review text, photos, ratings; in-chat actions on ChatGPT. - Evidence: Axios/Yelp–OpenAI 2026; Verge/Perplexity 2024; BrightLocal; Foundation (vendor). 3. **Bing Places + Bing index** - Discovery: Gate for Copilot and for ChatGPT paths that use Bing. - Recommendation: Whatever Bing retrieves next (site pages, enriched local modules). - Evidence: Microsoft Copilot → Bing Search; Bing Places owner docs. 4. **Business website (+ LocalBusiness-style structured data)** - Discovery: Entity presence in web indexes used by Claude, Perplexity, ChatGPT, Gemini Overviews-like flows. - Recommendation: Services, FAQs, pricing, proof; often the depth layer after a thin directory hit. - Evidence: Steady Demand (AI Overviews cite sites heavily); Yext citation research (vendor); BrightLocal. 5. **Foursquare Places** - Discovery: Confirmed ChatGPT Search Places partner; syndicating graph into other apps/maps. - Recommendation: Place attributes via partner API (often invisible as a user-facing URL). - Evidence: Foursquare/ChatGPT partner announcements (primary/partner); BrightLocal aggregator matrix. Share % **UNVERIFIED**. 6. **Facebook / Instagram business pages** - Discovery: Gate for Meta AI. Soft/secondary for the other five. - Recommendation: Meta reviews, posts, catalogs. - Evidence: Meta transparency + practitioner observation. 7. **Apple Business / Apple Maps** - Discovery: Critical inside Apple (Maps, Siri, Spotlight). Weak documented direct discovery for the six chatbots. - Recommendation: Apple place card quality; Yelp historically supplies Apple Maps. - Evidence: Apple Business newsroom 2026; Axios (Yelp → Apple Maps). 8. **Niche directories + MapQuest / TripAdvisor-class sites** - Discovery: Matter when models browse listing domains for "best X in city" and vertical queries. - Recommendation: Category-specific trust and UGC. - Evidence: Yext/Foundation citation tallies (vendor). 9. **Localeze/TransUnion, Data Axle, SafeGraph, Yext** - Discovery: Indirect only (feed or sync into destinations above). - Recommendation: None as a named AI corpus. - Evidence: BrightLocal aggregator distribution tables; ALTERNATE/CONCEPT honesty flags. Do not invent aggregator → AI lift %. --- ## 6. Practical owner checklist (discovery first) 1. **Be discoverable on the graph each assistant actually queries** - Gemini: complete, accurate Google Business Profile. - Copilot: Bing Places + pages Bing indexes (Bing Webmaster). - ChatGPT: Yelp claim + Foursquare presence/partner path + Bing-visible site/listing. - Perplexity: Yelp + crawlable site + clean listing pages. - Claude: crawlable site and reputable third-party mentions (no Places API shortcut). - Meta AI: Facebook and Instagram business profiles (and WhatsApp Business where relevant). 2. **Only then deepen recommendation signals** - Reviews and owner responses (Google, Yelp, Meta as applicable). - Website pages that answer services, hours, service area, pricing, FAQs (with schema). - Action paths where offered (reserve, quote, waitlist partners). 3. **Use aggregators and publishers as hygiene** - Localeze / Data Axle / Yext: keep name, address, and phone consistent so stale twins do not regenerate onto long-tail sites. - Do not treat Completeness Score or aggregator paywalls as proof of AI discovery. - Prove with **re-asking the assistants** on real local queries, not vendor scores alone. --- ## 7. Sources (selected) **Primary / official** - Google: [Grounding with Google Maps](https://ai.google.dev/gemini-api/docs/maps-grounding); [Maps grounding launch post](https://blog.google/innovation-and-ai/technology/developers-tools/grounding-google-maps-gemini-api/) - OpenAI: local services / restaurant reservation conversion feed specs on developers.openai.com; ChatGPT Search help (third-party search + location to trusted local providers) - Microsoft: Copilot public web access → Bing Search; Bing Places owner help - Anthropic: Claude web_search tool docs - Apple: [Apple Business announcement](https://www.apple.com/newsroom/2026/03/introducing-apple-business-a-new-all-in-one-platform-for-businesses-of-all-sizes/) - Yelp ↔ OpenAI: [Axios](https://www.axios.com/2026/07/23/yelp-reviews-chatgpt-geo-partnership); [Yelp blog](https://blog.yelp.com/news/yelp-chatgpt-integration/) - Yelp ↔ Perplexity: [The Verge](https://www.theverge.com/2024/3/12/24098728/perplexity-chatbot-yelp-suggestions-data-ai) **Practitioner / vendor (directional; label bias)** - Steady Demand: AI Overviews vs AI Mode local citation mix - BrightLocal: Local AI Visibility; AI search listing sources; aggregator distribution matrix - SOCi LVI 2026: ChatGPT vs Google top-3 location coverage (vendor) - Search Engine Journal: AI data sources table (Chris Green, Sep 2026) - Yext Scout / Foundation–AirOps Yelp citation studies - Repo SoT cross-check: `docs/ALTERNATE_BUSINESS_PROPOSAL.md`, `docs/SELF_SERVE_AI_DISCOVERABILITY_CONCEPT.md` (SEO Desk synthesis 2026-10-01) **Popularity metrics** - Statcounter AI chatbot market share; First Page Sage / Momentic-style visit-share panels; MAU figures from company earnings (Meta AI, Gemini app, ChatGPT WAU). Prefer dated, metric-labeled cites in external copy. --- ## 8. Open flags - Re-verify top-six popularity quarterly; DeepSeek/Grok may displace a slot on traffic-only charts. - Re-verify Foursquare↔ChatGPT share claims only against OpenAI or Foursquare primary docs (magnitude currently UNVERIFIED). - No invented Localeze/Data Axle → AI mention lift. - Meta AI ranking recipe not published by Meta. - Claude search index provider not confirmed by Anthropic.