广告创意分析
分析从竞争对手研究中提取的广告创意(图像和视频)。当给定广告图像、视频文件或脚本目录以评估...
技能说明
name: ad-creative-analysis description: Analyze ad creatives (images and videos) extracted from competitor research. Use when given a directory of ad images, video files, or transcripts to evaluate ad quality, score visual and messaging effectiveness, assign a scale score for viral/engagement potential, and generate a cross-creative pattern summary. Triggered by requests like "analyze these ads", "score these creatives", "what hooks are competitors using", "evaluate the ad library", "give me a scale score", "analyze the ad folder", or "what's working in these ads".
Ad Creative Analysis
Analyze a directory of competitor or reference ad creatives. Produce a per-creative JSON analysis and a cross-creative pattern summary.
Step 1 — Accept Inputs
Expect one of:
- A directory path containing image files (
.jpg,.jpeg,.png,.webp,.gif) and/or video files (.mp4,.mov,.avi,.webm) - An optional
metadata.jsonfile in that directory with fields per filename:platform,spend,duration_days,impressions,format
If no path is given, ask the user: "Please provide the directory path containing the ad creatives."
List all files in the directory. Separate into image ads and video ads. Log the count of each before proceeding.
Step 2 — Analyze Image Ads
For each image file, use vision/image analysis to evaluate the following.
Design Evaluation
Assess these five dimensions:
- Visual hierarchy — Is the eye drawn to the right element first? Is there a clear focal point?
- Color usage — Does the palette create contrast, evoke emotion, and maintain brand coherence?
- Text overlay readability — Is copy legible at a glance? Font size, contrast, placement?
- CTA prominence — Is the call-to-action visually distinct, clearly placed, and easy to act on?
- Brand consistency — Logo placement, color adherence, font alignment with brand identity.
Image Scores (1-10 each)
attention_grab— How fast and strongly does the creative stop a scroll?message_clarity— How clearly is the core message communicated without needing context?cta_strength— How compelling and action-oriented is the CTA?
Image Extraction
Extract:
primary_message— The single core thing this ad is communicating (one sentence)emotion_appeal— One of: fear, aspiration, social_proof, urgency, curiosity, humor, trust, belonging, exclusivitytarget_audience— Inferred from visuals, copy, and context (e.g., "women 25-35 interested in fitness")hook_text— The first piece of copy the eye lands on (headline or main text)
Step 3 — Analyze Video Ads
For each video file, analyze the video directly using vision. If a transcript file exists alongside the video (same filename, .txt or .srt extension), read and use it.
Video Evaluation
Assess these four dimensions:
- Hook quality (first 3 seconds) — Does it immediately create curiosity, shock, or recognition? Would someone stop scrolling?
- Script structure — Does it follow a logical persuasion arc (problem, solution, proof, CTA)?
- Pacing — Is the editing rhythm appropriate for platform and audience? Not too slow or rushed?
- CTA placement — Is the call-to-action clear, timed well, and repeated if needed?
Video Scale Score (1-10)
Assign a single scale_score representing the ad's viral and engagement potential at scale:
- 9-10: Exceptional hook, tight script, clear CTA. Likely to perform well at high spend.
- 7-8: Strong fundamentals, minor weaknesses. Good candidate for testing.
- 5-6: Average execution. Needs a stronger hook or clearer CTA before scaling.
- 3-4: Core idea present but poor execution. Requires significant rework.
- 1-2: Unlikely to perform. Fundamental issues with hook, message, or CTA.
See references/analysis-framework.md for detailed scale score rubric.
Video Extraction
Extract:
hook_text— Exact words spoken or shown in the first 3 secondshook_type— One of: question, bold_claim, pain_point, curiosity_gap, social_proof, before_after, demonstrationmain_message— The core value proposition stated in the ademotion_appeal— One of: fear, aspiration, social_proof, urgency, curiosity, humor, trust, belonging, exclusivitycta_text— The exact CTA spoken or showncta_timing— When the CTA appears (e.g., "end", "middle", "repeated throughout")
Step 4 — Universal Metadata (All Ad Types)
For every creative, regardless of type, record:
filename— The file namead_format— One of: single_image, carousel, video, story, reelaspect_ratio— Detected or inferred (e.g.,1:1,9:16,16:9,4:5)dimensions— Width x height in pixels if detectablead_objective— Inferred from content and CTA:awareness,consideration, orconversionplatform_fit— Which platforms this format and ratio suits best (e.g.,["Instagram Feed", "Facebook Feed"])
Step 5 — Output Per-Creative JSON
Output one JSON object per creative. Print all results together in a single JSON array.
Image ad example structure
{
"filename": "ad_001.jpg",
"type": "image",
"ad_format": "single_image",
"aspect_ratio": "1:1",
"dimensions": "1080x1080",
"ad_objective": "conversion",
"platform_fit": ["Instagram Feed", "Facebook Feed"],
"scores": {
"attention_grab": 8,
"message_clarity": 7,
"cta_strength": 9
},
"primary_message": "Lose 10kg in 30 days without giving up your favourite food",
"emotion_appeal": "aspiration",
"target_audience": "Women 28-45 who have tried dieting before",
"hook_text": "Still counting calories? There's a better way."
}
Video ad example structure
{
"filename": "ad_002.mp4",
"type": "video",
"ad_format": "video",
"aspect_ratio": "9:16",
"dimensions": "1080x1920",
"ad_objective": "consideration",
"platform_fit": ["TikTok", "Instagram Reels", "Facebook Reels"],
"scale_score": 8,
"hook_text": "I was $40,000 in debt until I found this",
"hook_type": "before_after",
"main_message": "This budgeting app helped me pay off debt in 18 months",
"emotion_appeal": "fear",
"cta_text": "Download free — link in bio",
"cta_timing": "end"
}
Step 6 — Generate Cross-Creative Summary
After analyzing all creatives, produce a summary object appended to the output. Include:
total_analyzed— Count of creatives analyzed (split by type)top_performers— Filenames of the top 3 creatives by score (images by average score, videos by scale score)dominant_emotion— Most frequently detected emotion appeal across all adscommon_hooks— List of recurring hook patterns or phrases observedcta_patterns— Most common CTA structures seen (e.g., "verb + free + urgency")dominant_objective— Most common inferred ad objectiveformat_breakdown— Count per ad formatrecommendations— 3-5 actionable observations for improving or scaling these creatives
Summary example structure
{
"summary": {
"total_analyzed": { "images": 5, "videos": 3 },
"top_performers": ["ad_004.jpg", "ad_002.mp4", "ad_007.jpg"],
"dominant_emotion": "aspiration",
"common_hooks": [
"Question-based hook challenging a common belief",
"Before/after framing in first sentence"
],
"cta_patterns": [
"Shop now + scarcity signal",
"Free trial + no credit card"
],
"dominant_objective": "conversion",
"format_breakdown": { "single_image": 4, "video": 3, "carousel": 1 },
"recommendations": [
"Hooks are strong but CTAs lack urgency — test adding 'today only' or limited quantity",
"All videos open with talking head — test a demonstration hook for variety",
"Aspiration dominates — test a fear/pain angle to broaden audience response"
]
}
}
Step 7 — Handle Missing or Unreadable Files
If a file cannot be analyzed (corrupted, unsupported format, too dark/blurry for vision):
- Include the filename in the output with
"status": "unreadable"and a brief"reason"field - Continue analyzing remaining files, do not stop
Reference Material
Consult skills/ad-creative-analysis/references/analysis-framework.md for:
- Detailed scoring rubrics per metric
- Ad psychology pattern definitions
- Hook formula templates
- Extended example output
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