Competitor Ad Library Teardown Agent
Scrapes a competitor ad library, clusters hooks and offers, and drafts testable variants labeled by angle.
Possibilities
Where this could go
Automated Ad Library Extraction
The agent pulls active creatives and copy from Meta and Google to give you a complete view of competitor campaigns.
- Scrapes Meta Ad Library
- Pulls Google Ads Transparency data
- Extracts video transcripts
- Captures ad copy and headlines
Hook And Offer Clustering
An AI model processes the extracted ads to identify patterns and groups them by core marketing angles and offers.
- Identifies recurring hooks
- Groups identical promotional offers
- Maps out competitor angles
- Highlights active ad durations
Testable Ad Variant Generation
We draft new ad copy and creative briefs based on the clustered competitor angles so you can launch your own tests.
- Drafts new headline variants
- Generates primary text options
- Creates visual creative briefs
- Labels outputs by marketing angle
Questions
Things people ask
Which ad libraries can this agent scrape?
The agent connects to the Meta Ad Library and the Google Ads Transparency Center. We can also integrate custom scrapers for the TikTok Creative Center if needed.
How does it extract text from video ads?
The agent uses optical character recognition to read text on the screen and audio transcription tools like Whisper to convert spoken words into text. This ensures all video hooks are captured accurately.
How does the clustering process work?
We use a large language model like GPT-4 to analyze the extracted text and transcripts. The model groups the ads based on shared themes, promotional offers, and psychological angles.
Can it tell me which competitor ads are performing best?
Ad platforms do not share direct performance metrics publicly. The agent infers success by tracking how long a specific ad has been active in the library.
What format are the generated variants delivered in?
The agent outputs a structured CSV or pushes a direct feed into your project management tool like Asana or Airtable. Each row includes the angle, the drafted copy, and a creative brief.
How often does the agent check for new competitor ads?
The scraping schedule is fully customizable. Most teams set the agent to run a weekly sweep of their top competitors to keep their swipe file updated.
Will this copy my competitors exactly?
No. The prompt architecture instructs the AI to identify the underlying angle and draft original variants tailored to your specific brand voice and product features.
