AI shopping data
Public shopping questions and the brands named by each AI assistant.
Browse the dataFor AI shopping agents
Public Beseam data, made easy for machines to read.
If you build or research AI shopping agents, start here. These are the public Beseam pages and files that are meant to be read, downloaded, or crawled.
This is research data, not a live product feed or recommendation API.
JSON dataset
Full run metadata, assistant totals, questions, and brand appearances.
Open JSONAI Shopping Report
Human-readable charts, questions, dates, and the full method.
Open the reportBeseamBot
User-Agent, crawl rules, request pacing, and how to control access.
Crawler informationDirect machine-readable links
Use the format that fits your agent.
Protocol status
Static data today. Protocols when they are real.
AGENTS.mdAvailableAgent-readable guide to Beseam's public files and how to interpret the data.
llms.txtAvailableCompact index of the public pages and machine-readable data.
MCPNot exposed yetNo public MCP endpoint is advertised on beseam.com today.
A2ANot exposed yetNo A2A Agent Card is published until there is an actual A2A service behind it.
What you can use it for
- Compare which assistants named the same brands.
- Test shopping questions against your own agent or model.
- Study how much brand overlap changes by question.
- Cite the public report and method behind the dataset.
What it is not
- Not a live product catalog or inventory feed.
- Not a recommendation or ranking API.
- Not private customer or merchant data.
- Not proof of why an assistant named or missed a brand.
Want another public format or dataset?
Tell us what your shopping agent needs. We can use that feedback to decide what public data to expose next.