设计与多媒体

ad-creative-fatigue

mbfinotti/adver…g-skills

Decide whether a running ad creative is genuinely wearing out, or whether a confounder - budget change, learning-phase reset, audience saturation, auction CPM inflation, seasonality, tracking breakage - explains the decline, and return a verdict with confidence plus the highest-return remedy per unit of effort. Use whenever the user mentions creative or ad fatigue, wear-out, climbing frequency, dropping CTR, a rising CPA on an older ad, when to refresh creative, or whether to kill an ad - even if they never say 'fatigue'. Covers B2B and B2C across search, social, video, and native. Ends at the verdict: replacement creative belongs to mbfinotti/advertising-skills@ad-copy-variants and mbfinotti/advertising-skills@ugc-ad-scripts.

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安装命令

npx skills add https://github.com/mbfinotti/advertising-skills --skill ad-creative-fatigue

SKILL.md

Creative Fatigue

Read a creative's performance-over-time data and decide whether it is genuinely wearing out, how confident that call is, and what to do about it. The core discipline is refusal: many things can cause a declining metric, and creative wear-out is only one of them. Most refresh decisions are made too early, off one metric, against no baseline.

This skill runs a differential diagnosis in a fixed order, confounder screen before the fatigue call, never after:

  1. Baseline
  2. Confounder screen
  3. Decay measurement
  4. Confidence gate
  5. Verdict

Two further tensions stay live throughout:

  • Fatigue is often hook fatigue rather than whole-ad fatigue (Ben Heath).
  • Some ads improve with repeated exposure, the "wear-in" effect Les Binet describes in brand advertising, though Meta's 2023 research found no wear-in for direct-response objectives - wear-in is a real verdict only where the objective is brand, not DR.

There are no universal thresholds here: every trigger is derived from the creative's own trailing baseline and the account's own history. Named practitioner numbers appear only as attributed starting reference points.