Benchmarking
Benchmarking connects crawler behavior, referral quality, answer coverage, and content releases so teams can see what actually moves.
Benchmark Evidence Room
The benchmark room separates raw events, answer movement, action ownership, and proof boundaries so leaders can compare markets without mistaking correlation for certainty.
bot family, crawl window, page class
observedengine, prompt cluster, cited source, rank
capturedsession source, path, conversion assist
joinedcontent, PR, schema, commerce, agent output
datedOwned source appears in two more engines
ObservedPartner review replaces outdated listicle
ReviewedModel-adjacent crawlers revisit refreshed pages
WindowedContent owner
Ready for approvalPR reviewer
Evidence attachedWeb owner
Release scheduledBenchmarks preserve engine, date, region, and prompt context.
Traffic and answer movement are linked as evidence, not automatic causality.
Public examples remain sample-labeled until published benchmark data exists.
Customer data, outcomes, and private analytics stay gated by approval.
Benchmarking Agent
Compare crawler frequency, cited pages, answer rank, and conversion assist by engine, market, region, and content release, then route the next action through an approval-gated agent run.
enterprise AEO platform comparison
decision-stage prompts with competitor modifiers
owned guide, partner review, outdated listicle
comparison refresh and source correction plan
ChatGPT, Gemini, Perplexity, AI Overviews
freshness window and bot-event history
owned comparison page update
wait for operator review before publishing
owned source appears in target answer
outdated source still cited by Gemini
exec summary and operator queue
schema update and citation outreach