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Meta Ads Creative Fatigue

通过 Meta 广告接口读取活跃广告数据,计算 CTR 衰减、频次衰减、衰退速率与生命周期,按 Fresh 到 Dead 分级,输出疲劳总览、频次影响、ROAS 衰退时间线、轮换管道与刷新优先级建议;仅做分析,不生成新创意。

elias-didoo
elias-didoo
热度 45.48
最近更新 2026-05-11 17:43:10
分类:营销依赖:第三方 API / 内部调用大模型应用场景:市场分析 / 报告撰写 / 推荐

安装技能

复制下面的话术发给你的 Agent,它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill: npx secure-skills-cli add meta-ads-creative-fatigue
Metadata
name
meta-ads-creative-fatigue
description
[Didoo AI] Analyzes creative fatigue signals across Meta Ads campaigns. Use when reviewing declining CTR or ROAS, planning creative rotation schedules, or managing creative lifecycle. Run standalone or after meta-ads-daily-pulse flags creative fatigue.
homepage
https://didoo.ai/blog
metadata
{"openclaw":{"requires":{"env":["META_ACCESS_TOKEN","META_AD_ACCOUNT_ID"]}}}

Required Credentials

Credential Where to Get Used For OAuth Scope
META_ACCESS_TOKEN Meta Developer Console → Graph API Explorer → Generate Token Fetching ad performance and frequency data ads_read (read-only)
META_AD_ACCOUNT_ID Ads Manager URL: adsmanager.facebook.com/act_XXXXXXXXX Identifying which account to query —

When to Use

When creative has been running for 7+ days and performance is declining — or proactively when managing a portfolio of creatives. Use before scheduling creative refresh.


Requirements

  • account_id (required)
  • campaign_id or ad_ids (optional — defaults to all active ads in account)
  • date_range: last_30d (default)

Step 1: Fetch Active Ads

Get list of all active ads with performance data:

  • get_ads_list → ad names, IDs, campaign association
  • get_ads_insights per ad: frequency, CTR, ROAS, spend, impressions

Step 2: Calculate Fatigue Signals

For each ad, compute:

  • Days active: from ad creation date
  • CTR drop %: (Week 1 CTR − Current CTR) / Week 1 CTR × 100
  • Frequency decay: CTR at freq 1-2x vs CTR at freq 5x+
  • Decay rate: CTR drop % per day since launch
  • Days until death: estimate based on current decay rate and "Dead" threshold
  • Lifespan status: see Classification table below

Step 3: Fatigue Classification

Level Criteria Action
Fresh < 7 days OR CTR drop < 10% Monitor
Mild 7-14 days, CTR drop 10-20% Monitor
Moderate 14-21 days, CTR drop 20-35% Rotate Soon
Severe 21-28 days, CTR drop 35-50% Refresh Now
Dead > 28 days OR CTR drop > 50% OR Freq > 5x with CTR < 50% of baseline Kill Immediately

Step 4: Lifespan Status

Status Criteria
Growing ROAS within 10% of peak, < 14 days
Peak ROAS at maximum, 7-21 days
Declining ROAS decay > 5%/day, > 21 days
Expired ROAS < 50% of peak OR > 35 days

Step 5: Build Rotation Pipeline

Classify all active creatives into pipeline buckets:

Status Count
Active Winners
Active Decaying
Recently Killed
In Pipeline

Calculate:

  • Creatives dying this week
  • Creatives dying next week
  • New creatives needed
  • Testing velocity (new creatives launched per week)

Step 6: Output Format

SECTION 1: Fatigue Status Overview

Fatigue Health Table (top 15-20 creatives):

Creative Days Active Current Freq CTR Week 1 CTR Now Drop % Fatigue Level Action

SECTION 2: Frequency Decay Analysis

Frequency Impact Table (top 10-12 highest frequency):

Creative Freq 1-2x CTR Freq 3-4x CTR Freq 5x+ CTR Current Freq Decay Rate

SECTION 3: Performance Degradation Timeline

ROAS Decay Table (top 12-15):

Creative Launch Date Peak ROAS Current ROAS Days to Peak Days Since Peak Decay Rate Lifespan Status

SECTION 4: Rotation Pipeline Status

Creative Inventory Table:

Status Count
Active Winners
Active Decaying
Recently Killed
In Pipeline

Refresh Needs: Dying this week, dying next week, new needed, testing velocity.

SECTION 5: Refresh Recommendations

Action Priority Table (top 10-12):

Creative Current Status Days Until Death Action Priority New Direction

Priority: Urgent (24h), High (3d), Medium (7d), Low (monitor).


Rules

  • Prioritize by: Severity > Days Until Death > Spend
  • New Direction must be specific angles, not generic advice ("Test urgency angle" not "new creative")
  • No executive summary
  • This is analysis only — recommendations route to meta-ads-recommendation

Session Context — What This Skill Writes

After completing analysis, store the following in session context:

Key Description Example
rotation_pipeline Creative inventory by status bucket "2 growing, 3 declining, 1 dead, 2 in pipeline"
fatigue_level Per-creative fatigue classification "Blue Banner v2: Severe; CTR drop 52%"
days_until_death Estimated days before each creative expires "Banner v3: 8 days; Banner v4: 22 days"

meta-ads-recommendation reads these keys to produce the creative rotation action plan. For new creative generation, route to meta-ads-builder.