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Meta Ads Creative Fatigue

[Didoo AI] 分析 Meta 广告系列中的创意疲劳信号。用于CTR或ROAS下降的审查、创意轮换计划或进行相应调整。

person作者: elias-didoohubclawhub

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.