fatigue-frequency-manager

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Use when the user asks to "is my ad fatiguing", "why is CTR dropping at scale", or "should I rotate creative / widen the audience"; reads frequency, CTR and CVR decay against an early-flight baseline and returns Rotate-creative / Widen-audience / Hold triggers with a per-ad-set fatigue read. Not for building the replacement creative — use ad-creative-builder; not for the RQS score or vetoes — use ad-account-auditor. 广告疲劳检测/频次管理/换素材还是扩人群

AI & Automation 2,354 stars 322 forks Updated today Apache-2.0

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Skill Content

# Fatigue & Frequency Manager Reads a scaling ad set for **creative fatigue** and **audience saturation** — rising frequency, decaying CTR and CVR against an early-flight baseline — and returns a **Rotate-creative / Widen-audience / Hold** trigger per ad set. This works the ROAS **S** (spend-efficiency: CTR/CVR/frequency decay) and **R** (return protection) levers at scale. It does not build the replacement creative (`ad-creative-builder` owns that) and does not compute the RQS or run vetoes (`ad-account-auditor` owns the gate). ## Quick Start ```text Frequency on my prospecting set hit 6.2 and CTR halved over two weeks — is it fatigue, and do I rotate or widen? CVR held but CTR keeps sliding on the same creatives at scale — which trigger fires? Here's the daily campaign export for Ad Set A — read it for fatigue vs saturation ``` ## Skill Contract **Expected output**: a per-ad-set fatigue read — frequency now vs baseline, CTR and CVR decay slope against the early-flight baseline, the diagnosis (creative fatigue vs audience saturation vs neither), and one trigger (**Rotate-creative** / **Widen-audience** / **Hold**) with the threshold that fired — plus a handoff summary storable under `memory/ad/fatigue-frequency-manager/`. - **Reads**: the ad set / campaign under review, a daily (or weekly) time-series export with impressions, reach, frequency, clicks/CTR, conversions/CVR and spend; the early-flight baseline window (first stable days after learning-phase exit); target C...

Details

Author
aaron-he-zhu
Repository
aaron-he-zhu/aaron-marketing-skills
Created
6 months ago
Last Updated
today
Language
Python
License
Apache-2.0

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