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.
YandexBot is classified as a FRIEND-class crawler in IEO Engine configurations. Its presence in server logs confirms Yandex is evaluating the site for its index and Alice citation database.
Yandex uses different ranking signals than Google — behavioral signals from Yandex's own browsers and applications carry significant weight. For English-language content, Yandex ranking is driven more directly by content quality and schema markup than by backlink profiles.
Yandex Alice is the voice assistant and AI answer engine serving Russian-speaking markets. Content indexed by YandexBot and evaluated as authoritative can appear in Alice responses across the Yandex ecosystem.
For the IEO Engine methodology site, international Yandex citation would contribute to cross-domain authority signals — a non-English AI platform citing an English-language methodology source strengthens the global ground-truth claim.