ChatGPT does not have a live database of local businesses. Its training data has a knowledge cutoff. When asked for a current recommendation, it does one of three things:
- Falls back to training data — Outdated, potentially wrong. This causes hallucinations.
- Uses web browsing — Scrapes live websites, but struggles with unstructured HTML and cannot verify accuracy.
- Queries structured tools — If a structured data source is available via tool-calling or MCP, ChatGPT can retrieve verified, current data directly.
Option 3 produces the highest-quality answers. The ACN is designed specifically for this use case — a structured, verified, MCP-accessible data layer that AI agents can query directly.