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This is the reference for which AI systems Aiola can confirm have reached a site. Classification is ordered and first-match-wins against the request User-Agent.

Dashboard categories

DuckAssistBot is also mapped to Answers for compatibility with older stored rows. Current ingest classifies it as fetch.

Supported vendors and bots

Aiola re-derives the bot, vendor, and kind from ua; callers cannot choose their classification. A User-Agent that does not match this table returns HTTP 204 and is not stored. See the API Reference for the ingest payload and limits.

AI Visibility Score

The server computes a deterministic 0100 score from five components. Each component is rounded before the points are summed and the result is clamped to 0100. The score is returned as aiVisibility by the authenticated bot-traffic/analytics overview data and is used by the AI Visibility automation and MCP analytics overview. The current Analytics AI renderer shows crawler summaries, categories, pages, broken pages, discovery files, and filters, but does not render the numeric score as a dashboard card. It is not a claim about model training or whether a vendor will cite the site; it measures observed crawls, observed AI referrals, and discovery-file coverage.

What detection proves