● The short answer
ChatGPT recommends businesses by combining what its model learned in training with live web searches, then summarizing the businesses that relevant, trusted sources consistently mention. OpenAI does not publish a ranking formula, but the observable inputs are crawlable websites, listings, reviews, editorial coverage and community discussion. Businesses that many independent sources describe clearly tend to be named most.
Key takeaways
- ChatGPT blends training knowledge with live web searches, and live retrieval dominates local and current questions.
- OpenAI confirms crawl access and relevance matter but publishes no ranking formula.
- Consensus across independent sources, reviews and clear factual pages appear to drive recommendations.
Two ways ChatGPT knows about you
ChatGPT has two sources of knowledge. The first is the model itself, trained on a large snapshot of text from the web and other data up to a cutoff date. The second is live retrieval: when a question needs current or local information, ChatGPT searches the web, reads several pages and writes an answer that usually cites some of them. This pattern is often called retrieval-augmented generation.
For "best" and "near me" questions, retrieval matters most. The model may know a famous brand from training, but a plumber in Wauwatosa gets recommended because something it found today said so.
The how is where we come in.
What we walk through with you, for your business:
- What OpenAI has said, and what it has not
- The signals that appear to matter
- How to improve your odds
- Our take
Every business is different, so the plan is too. Tell us where you want to show up and we will show you what it takes.
Talk to usMore questions
Does ChatGPT favor big brands?
Big brands appear often because they are mentioned in more places, not because of a stated preference. For local and niche questions, smaller businesses with strong reviews and clear, specific pages regularly get named. The more specific the question, the better a focused local business tends to do.
Why does ChatGPT recommend a competitor that closed?
The model may be relying on old training data or outdated directory pages that still list the business. Live retrieval reduces this, but stale sources persist. Keeping your own listings current and earning recent coverage gives the AI fresher evidence to prefer over outdated pages.
Sources
- OpenAI Help Center: Publishers and developers FAQ
- OpenAI: Overview of OpenAI crawlers
- OpenAI: Our approach to advertising and expanding access
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