Intent Drift Detection

Intent Drift Detection treats every SEO brief as a perishable asset with an expiration date set by the search results it was built from. A brief generated from top-ranking pages captures a snapshot of intent, but SERPs re-rank, AI answer boxes absorb informational queries, and competitor pages get rewritten. Agencies that treat briefs as permanent artifacts ship content against stale intent and watch rankings decay within a quarter. The framework asks one question at brief review: how many days since the underlying SERP was pulled? Frase, Dashword, and Content Harmony all rebuild briefs from live competitor data, which means the brief's shelf life is measurable. For agencies on retainer, a 30-day re-pull cadence on money keywords catches drift before writers commit 2,000 words to a heading structure that no longer matches what searchers see.