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docs(evidence): AI platform discovery vs recommendation analysis

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# 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.