Context
OpenAI announced Businesses in ChatGPT beta: Business Hub enables eligible businesses to claim and update profiles, provide product feeds, and view aggregated mentions, clicks and cited discovery topics; eligible US ecommerce and online service businesses can offer Business Agents.
What changed
Business Hub adds verified business information management, self-service product feeds and aggregated discovery reporting; separately labeled Business Agents add business-specific conversations for eligible US categories.
Why it matters
AI discovery gains direct business data and measurement interfaces, alongside a distinct agent-mediated path from recommendations to business interaction.
Visibility OS interpretation
Visibility OS interpretation: claimed entity information and structured product feeds are becoming additional surfaces for AI discoverability beyond ordinary crawling and citations; no ranking benefit is established.
What remains uncertain
How do business claims and product feeds affect citation frequency, selection, data freshness and downstream engagement? When will Business Agents expand beyond eligible US categories?