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EducationCareerly
AI Cover Letter Generator
Personalised cover letters grounded in the live job description and the candidate's real history.
ROI
6x
Before
9% callback rate
After
29% callback rate
Challenge
Generic AI letters were being rejected by recruiters and hurting brand trust.
Solution
Job-description scraping, a retrieval layer over candidate history, and a tone-matching model with human-style eval scoring.
Results
- 3.2x interview callback rate
- 82% of users convert to paid
- Generation latency under 4s
Technology
Next.jsPythonFastAPIClaudeSupabase
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