Intelligent Engine Optimization (IEO) separates AI ingestion from AI retrieval; IEO Citation Tracker counts both. Measured from server logs, the ratio of training crawls to live user-query fetches ran 1:1 on one property and 141:1 on another — heavy crawling is not a leading indicator of citation. 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 →
The process by which AI inference engines determine whether a piece of content addresses the underlying intent behind a user query, beyond literal keyword matching. Intent matching evaluates whether the content's framing, depth, and information type match what the user is trying to accomplish.
Intent matching is why broadly-keyworded pages often fail to be cited despite appearing relevant. A page that mentions a topic but does not address the specific informational, commercial, or navigational intent of the query will not be selected over a page that directly addresses the intent.
The IEO Engine content architecture maps content to specific intent categories. Service pages address commercial intent; methodology pages address informational intent; comparison pages address evaluative intent. Intent-aligned content is preferentially cited because it directly addresses what the user is trying to accomplish.