Oct 19 edition/Reporting & analysis
BusinessResearch

BusinessMarkets, money & strategy

ChatGPT Recommends 1.2% of Local Brand Locations in SOCi Study as Video Guide Urges Answer-First Pages

A SOCi analysis of more than 350,000 locations found that ChatGPT recommended 1.2% of them, compared with 35.9% in Google's local 3-Pack. A video guide argues that consistent listings, specific reviews, outside mentions and answer-first page openings improve a business's chances.

From the r/AISEOInsider (via last30days) article of October 19, 2026 and cited sources: SOCi studied over 350,000 locations from 2,751 multi-location brands. [3] [4]

SOURCES[3] SOCi: In AI-driven discovery, few brands are chosen soci.ai[4] SOCi 2026 Local Visibility Index (PDF) golocal.soci.ai

AI-assisted, not human-edited. Methodology Corrections Who owns this site

KEY FACTS
What happened
SOCi studied over 350,000 locations from 2,751 multi-location brands. [3] [4]
Original source
r/AISEOInsider (via last30days) article, independent perspective
Brief by
AT Pulse research desk AI-assisted; publisher and contact on the desk page
When
October 19, 2026 article published
Evidence
13 sources across 13 sites
7/100QuietHow it’s measured

YouTube video · 28 views

Reach blends public engagement (views, likes, comments, shares, stars) from the platforms where the story or its original source lives: YouTube, Hacker News, GitHub, Substack and similar. A video and the article written from its transcript share one score, taken from the video. Platforms with no data are left out rather than counted as zero, and the age of a story never lowers its score.

THE CORE IDEAS4 TAKEAWAYS
01

SOCi studied over 350,000 locations from 2,751 multi-location brands. ChatGPT recommended 1.2% of them. Gemini recommended 11% and Perplexity 7.4%, while Google's 3-Pack showed 35.9%. The locations ChatGPT recommended averaged 4.3 stars. [3] [4]

02

Citations come mostly from the top of a page. In Kevin Indig's analysis of 18,012 verified ChatGPT citations, about 44% came from the first 30% of the page text. The video's ten-minute fix builds on this finding: say what you do, for whom and where in the first sentences of key pages, and write each section so it makes sense on its own. [7] [6] [2]

03

Yelp reviews and business data now appear in ChatGPT. Since August, users in the US and Canada can book restaurant tables or join waitlists without leaving the chat. That makes complete, consistent listings more valuable. [8] [9] [10] [11]

04

ChatGPT's recommendations change from one run to the next. The video cites a median overlap of 29% in the businesses named when the same question was asked twice. Tracking a fixed set of customer-style prompts every week tells you more than any single answer. [2]

WHY IT MATTERS

SOCi, a local-marketing vendor, measured the 1.2% rate, and BrightLocal found that 45% of surveyed US adults had used AI for local recommendations.

Read the full assessment

Implication: if that usage holds, businesses left off ChatGPT's short lists may lose customers who never search a map.

Executive brief

SOCi looked at more than 350,000 locations from 2,751 multi-location brands. ChatGPT recommended 1.2% of them. The same locations showed up in Google's local 3-Pack 35.9% of the time (SOCi). A video from Julian Goldie's channel uses that gap to pitch five fixes for getting named by ChatGPT. The one in the title takes about ten minutes: put a direct answer in the first sentences of your key pages (video, 08:43). The data behind the advice comes mostly from marketing vendors and shows correlation, not cause. The video is presented by an AI avatar of Goldie, and it promotes his agency's services.

What changed and event timeline

  1. SOCi publishes its 2026 Local Visibility Index

    Recommendation rates were 1.2% for ChatGPT, 11% for Gemini and 7.4% for Perplexity. The Google 3-Pack figure was 35.9%. ChatGPT-recommended locations averaged 4.3 stars (;).

  2. BrightLocal surveys AI use for local search

    45% of 1,002 US adults had used AI tools for local business recommendations, up from 6% in 2025. 31% had used ChatGPT for this ().

  3. Kevin Indig's citation-position study is in circulation

    About 44% of ChatGPT citations came from the first 30% of a page's text (;).

  4. Axios reports a Yelp–ChatGPT partnership

    Yelp reviews and business data will appear in ChatGPT. Yelp had disclosed the deal in its February earnings release (;).

  5. Yelp brings reservations into ChatGPT

    Users can book tables or join waitlists at restaurants in the US and Canada without leaving the chat (;).

  6. The "10-minute fix" video appears

    It rolls these studies into four signals and five fixes (;).

Capabilities and access

  • No model version is named. The sources discuss ChatGPT search as a product feature.
  • Who has it: OpenAI says search is open to Free, Plus, Team, Edu and Enterprise users, and to logged-out users (OpenAI Help).
  • How it works:
Read the full section
  • No model version is named. The sources discuss ChatGPT search as a product feature.
  • Who has it: OpenAI says search is open to Free, Plus, Team, Edu and Enterprise users, and to logged-out users (OpenAI Help).
  • How it works:
  • ChatGPT decides on its own when to search.
  • It often rewrites the user's query into several targeted queries and may send them to partner search providers.
  • Answers show inline citations or a Sources panel (OpenAI Help).
  • Index and crawler: Third-party explainers say OpenAI runs its own crawler, OAI-SearchBot, and also uses Bing's index (Semrush).

Technical analysis for researchers and developers

  • Indig's method:
  • He matched ChatGPT responses to source sentences using sentence-transformer embeddings.
  • Of 1.2M answers, 18,012 verified citations were kept for analysis.
Read the full section
  • Indig's method:
  • He matched ChatGPT responses to source sentences using sentence-transformer embeddings.
  • Of 1.2M answers, 18,012 verified citations were kept for analysis.
  • He then measured where each cited sentence sat on the page and its features, such as entity density and definitions.
  • Results by position: about 44% from the first 30% of the page, 31.1% from the middle 30–70% (Search Engine Land).
  • Bright Data (Shashko):
  • 42,971 citations across 520 queries on six platforms.
  • ChatGPT averaged about 1.5 citations per query; Grok averaged 33.
  • In AI Mode and Gemini, 92.4% of cited sentences were 6–20 words long (Practical Ecommerce).
  • What this means for page structure: Retrieval works on chunks of a page, so each section should answer a question on its own. The video makes the same point (06:57).
  • Reproducibility: None of these studies released their prompt sets or code in the reviewed sources.

Claims and evidence

  • Recommendation gap (1.2% vs 35.9%): SOCi sells local-marketing software, so this is a vendor's own benchmark (SOCi).
  • Answer-first pages earn citations: Indig's position data supports this (Search Engine Land). The AirOps claim of 2–3× more citations (04:43 area, video) was not corroborated.
  • Most citations point to third-party sites: The video itself warns that these figures come from marketing firms and measure different things (04:11).
Read the full section
  • Recommendation gap (1.2% vs 35.9%): SOCi sells local-marketing software, so this is a vendor's own benchmark (SOCi).
  • Answer-first pages earn citations: Indig's position data supports this (Search Engine Land). The AirOps claim of 2–3× more citations (04:43 area, video) was not corroborated.
  • Most citations point to third-party sites: The video itself warns that these figures come from marketing firms and measure different things (04:11).
  • Answers change between runs: The video reports that the same question asked twice shared a median 29% of named businesses (07:18). No corroboration was found.

Context and prior work

  • NAP consistency (matching name, address and phone everywhere) is a long-standing local-SEO practice.
  • BrightLocal on trust: 88% of consumers who use AI for local search check its sources, and 97% sometimes compare AI suggestions with review platforms (BrightLocal).
  • Different AIs cite different sites: Only 4.5% of the domains cited by Google AI Mode also appeared in Gemini results (Practical Ecommerce).
Read the full section
  • NAP consistency (matching name, address and phone everywhere) is a long-standing local-SEO practice. The video presents it as building a clear "entity" for AI (03:13).
  • BrightLocal on trust: 88% of consumers who use AI for local search check its sources, and 97% sometimes compare AI suggestions with review platforms (BrightLocal).
  • Different AIs cite different sites: Only 4.5% of the domains cited by Google AI Mode also appeared in Gemini results (Practical Ecommerce).

Limitations, safety and contested findings

  • The Yelp deal is better sourced than the video says. Axios reported it, and Yelp had disclosed it earlier (Axios).
  • The 44% figure is reported slightly differently. Secondary coverage gives 44.2% and 44.3% (Search Engine Land; Practical Ecommerce).
  • Review thresholds are guesses. The video says the 150 and 200-plus review figures come from small tests (05:36).
Read the full section
  • The Yelp deal is better sourced than the video says. The video claims it found the July 23 Yelp–OpenAI deal in only one source (06:06). Axios reported it, and Yelp had disclosed it earlier (Axios).
  • The 44% figure is reported slightly differently. Secondary coverage gives 44.2% and 44.3% (Search Engine Land; Practical Ecommerce).
  • Review thresholds are guesses. The video says the 150 and 200-plus review figures come from small tests (05:36).
  • Bing vs Google is unresolved. The video says experts disagree on whether ChatGPT relies more on Bing or Google (05:52).
  • Correlation, not cause. All of the citation studies observe patterns; none show that a change causes a business to be recommended.

Business and practitioner implications

  • Cheapest moves: make your name, address, phone and one-line description match everywhere, and rewrite the opening sentences of your key pages (08:04).
  • It feeds ChatGPT local results directly, so a complete Yelp profile is worth the effort (WebFX).
  • Ratings: keep ratings above about 4 stars. SOCi reports many AI systems drop locations below that (SOCi PDF).
Read the full section
  • Cheapest moves: make your name, address, phone and one-line description match everywhere, and rewrite the opening sentences of your key pages (08:04).
  • Yelp now matters more for ChatGPT. It feeds ChatGPT local results directly, so a complete Yelp profile is worth the effort (WebFX).
  • Ratings: keep ratings above about 4 stars. SOCi reports many AI systems drop locations below that (SOCi PDF).
  • Measure trends, not single answers. Run the same customer-style prompts every week and track who gets named over time (09:14).
  • Disclosure: the video uses an AI avatar and voice (00:37).
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