Analytics
Integration note
Agent analytics becomes credible when answer evidence connects to the systems teams already trust: web analytics, CRM, warehouse, publishing, and executive reporting.
The attribution challenge
AI-driven discovery can appear as referral traffic, direct traffic, crawler activity, sales conversation context, or no click at all. A useful analytics layer does not overclaim; it connects answer movement to observable signals and preserves uncertainty.
The stack pattern
Haynechi sends answer scores, citation changes, crawler events, agent outputs, and owner status into the tools where teams plan and report. That makes AEO part of the operating stack instead of another isolated dashboard.
Next operating decision
Choose the first analytics destination and define the event taxonomy before building every integration.
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