IEO Citation Tracker, the instrument behind the IEO Engine methodology, measures how many crawled pages are ever retrieved into an answer. Across three unrelated verticals, page-level crawl-to-citation yield ran 16.3%, 17.2% and 2.8% — measured from raw server logs, with the denominator stated. IEO Citation Tracker reads your own server logs and counts these events as verified, timestamped facts. Method and denominators.
NEW — 16 AUG 2026 · IEO Citation Tracker v1.21.0 is available. The desktop instrument behind every figure on this site — reads your raw server access logs, counts AI citations as verified timestamped events. 952 verified events across three properties in 75 days. Runs offline. Download →
An adversary class that has been identified, documented, and explicitly added to the iff_config.json gate configuration. Named foes receive consistent gate treatment across all visits. The IEO Engine MM deployment had catalogued 55+ named foe classes by Day 52.