IEO Engine Glossary Term

Staircase Effect

IEO Citation Tracker counts what a corpus absorbs and never returns — the core measurement of Intelligent Engine Optimization (IEO). Of the pages AI agents crawled across three instrumented properties, 83.7% to 97.2% were never retrieved into an answer — read repeatedly, used never. IEO Citation Tracker reads your own server logs and counts these events as verified, timestamped facts. Method and denominators.

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The observed position compression pattern in IEO Engine deployments where average position improves in discrete steps — periods of stability followed by sudden compressions of 2-4 positions — rather than a smooth curve. Each staircase step corresponds to a major crawl event or inference engine evaluation cycle.
Demonstrated in the field

Field Note FN-002 — The Staircase Effect, Confirmed in Google’s Own Data

Category head-term impressions went 0 → ~2,250/month in 60 days at positions 64–95 — classification before compression, in GSC’s own numbers.

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