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templates.analyze

Meta Ads Drop Diagnosis

Diagnoses sudden performance drops in Meta Ads campaigns

更新於 2026-05-15
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為什麼使用此範本

Use this analysis skill when you need to drop diagnosis for your Meta Ads campaigns.

適用對象

Meta Ads advertisers and marketers who want to drop diagnosis.

使用方法

Select this template and fill in your campaign details. The AI will guide you through the analysis process step by step.

提示詞內容

Required Credentials

CredentialWhere to GetUsed ForOAuth Scope
META_ACCESS_TOKENMeta Developer Console → Graph API Explorer → Generate TokenFetching campaign performance dataads_read (read-only)
META_AD_ACCOUNT_IDAds Manager URL: adsmanager.facebook.com/act_XXXXXXXXXIdentifying which account to query

When to Use

Triggered by meta-ads-daily-pulse flagging a week-over-week drop > 20%, or when user reports "performance suddenly dropped." Not for gradual decline over weeks (that's creative fatigue territory).


Requirements

  • account_id (required) — your META_AD_ACCOUNT_ID (format: act_XXXXXXXXX)
  • campaign_id or ad_id of the declining entity (required) — find in Meta Ads Manager URL, or via GET /act_{{AD_ACCOUNT_ID}}/campaigns?fields=id,name
  • date_range: last_7d (default)

Step 1: Establish the Drop

Confirm the drop with a Performance Snapshot mini-table:

MetricLast WeekThis WeekWoW Change
Impressions
CPM
CTR
Frequency
CVR
CPA
ROAS

Confirm it's real: WoW drop must be > 20% on at least 2 metrics to qualify as a "drop" (not normal fluctuation).


Step 2: Root Cause Analysis

Based on the metric pattern, identify the top 1-3 most likely root causes.

Use this decision tree:

PatternLikely Root Cause
CTR down, frequency upCreative fatigue
CTR down, frequency stableCreative burnout or audience mismatch
CTR stable, CVR downLanding page issue or offer problem
CTR up, CVR downLanding page can't handle higher volume
Impressions down, CPM upCompetition increased, bid not competitive
Frequency up, ROAS downRetargeting audience exhausted
All metrics downExternal factor (seasonality, iOS, pixel issues)

For each root cause, write 1-3 short sentences explaining what the data shows, why it points to this cause, and what other evidence supports or contradicts it.


Step 3: Recovery Plan

Format:

Immediate (next 24 hours):

  • [Specific action: pause, scale down, refresh, shift budget]
  • Why this helps now

Short-term (this week):

  • [New creative, audience expansion, placement changes]
  • What to test and why

Prevention (ongoing):

  • [Rotation schedule, budget cap rules, monitoring thresholds]
  • How to catch this earlier next time

Step 4: Output Format

Title: Summary Declining campaign: [Name] Performance Snapshot: [mini-table above]

Title: Root Cause Analysis [1-3 root causes with supporting evidence]

Title: Recovery Plan Immediate: [actions] Short-term: [actions] Prevention: [actions]


Rules

  • Root cause must be supported by data — do not speculate without evidence
  • If data is insufficient (e.g., < 3 days since change), say so and recommend waiting
  • This is diagnosis only — specific action recommendations route to meta-ads-recommendation
  • One immediate action maximum — don't overwhelm the user

Session Context — What This Skill Writes

After completing diagnosis, store the following in session context:

KeyDescriptionExample
primary_root_causeThe most likely cause of the drop"Creative fatigue — frequency 4.8, CTR dropped 38% WoW"
recovery_planImmediate + short-term + prevention actions"Rotate new creative within 24h; set frequency cap at 3"

meta-ads-recommendation reads these keys to produce the structured recovery action plan.

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