{"pageUrl":"https://promagen.com/what-is-ai-visibility-monitoring","lastModified":"2026-05-10","provenanceHash":"sha256:9d452d82af5bdea98084ef5e65f4ccb338f32d54bc198fa8612f9bba4a7e9421","provenanceNote":"AI visibility monitoring is a service category, not a proprietary term. Promagen Sentinel is one vendor in the category; the page describes the category structurally. The six-component reference architecture matches Sentinel's implementation and overlaps substantially with other vendors' offerings as of 2026.","claims":[{"id":"claim-weekly-default-cadence","statement":"Weekly is the appropriate default cadence for AI visibility monitoring. Daily produces noise without proportionate signal because engine behaviour does not change daily; monthly misses regressions that surface mid-month.","evidenceUrl":"https://promagen.com/sentinel/weekly","lastVerified":"2026-05-10","hash":"sha256:96621464a319ffc3520482f8991869d9fcbc4f1a4666ea50b5d27f821e36336d"},{"id":"claim-six-components","statement":"A complete AI visibility monitoring stack covers six surfaces: crawl monitor, metadata diff, schema validator, citation interrogator, link-graph delta, and bot crawl matrix. Promagen Sentinel implements all six.","evidenceUrl":"https://promagen.com/sentinel/weekly","lastVerified":"2026-05-10","hash":"sha256:af1e440d3335deb3b4e42c5ff62abbe4eecd3aa35aab3d3b395e03e78840ed40"},{"id":"claim-detects-drift-recovery-engine-shift","statement":"Continuous monitoring detects three things one-shot audits miss: drift (small week-over-week changes compounding), recovery (signals lost in week N and recovered in week N+2), and engine-side shifts (citation behaviour changes isolated to a single AI engine).","evidenceUrl":"https://promagen.com/sentinel/weekly","lastVerified":"2026-05-10","hash":"sha256:17909dd800044d69349b5f991500c0eb37378e6afe843ea025f3beca1d77fbc9"}]}