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AWS WAF Audio Captcha Bypass

Novel LLM-based technique for bypassing AWS WAF audio captcha challenges under a live deadline.

Result

Data collection restored on sites blocked by AWS WAF captchas

Service
AI Agents
Built with
PythonSeleniumGroq APIGPT-OSS-120BAudio Processing
AWS WAF Audio Captcha Bypass: screenshot of the delivered output

What it does

  • Detects AWS WAF audio captcha challenges automatically during scraping runs
  • Captures and parses the audio challenge through an LLM to extract the correct response
  • Submits the solution and resumes the scraping session without manual intervention
  • Built and tested live with a client deadline active and no existing documentation to reference
  • Reused on similar WAF-protected sites for subsequent clients

Who it helps

  • Restores data collection on sites blocked by AWS WAF audio captcha
  • No human-in-the-loop needed for captcha resolution during scraping runs
  • Built from scratch, with no existing documentation to follow

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