Measurement & tracking

Volume & mix — LLM sessions and share of site traffic, split by platform and time.

Quality & outcomes — Conversion rate for LLM vs non-LLM; engagement metrics per platform and per page; Engagement Quality Score as a simple cross-platform comparator.

Content response — Topics and pages that LLM users prefer, with gap suggestions to scale coverage.

Benchmarks — Compare LLM against Paid/Organic/Direct/Social to validate AEO resourcing decisions.