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An AI-driven website that automatically generates cover letters.
Cover Letter Today
Web · LLM · Product UX
STATUS
Shipped
YEAR
2023
TYPE
ai
TECH
Web · LLM
CLIENT OR PRODUCT
Cover Letter Today — AI cover-letter generation product.
MY ROLE
Product engineering / AI integration
THE PROBLEM
Users needed usable letters, not open-ended chat. The product had to constrain AI output into a clear workflow.
CONSTRAINTS
- •Web product UX simplicity
- •LLM output quality and structure
- •Fast path from input to usable letter
- •Production deployment
THE INVESTIGATION
Defined the minimum user inputs and output format that made AI generation useful instead of theatrical.
THE STRATEGY
Ship a narrow AI product with a clear job-to-be-done: generate a cover letter that someone can actually send.
WHAT I BUILT
- •AI-driven generation website
- •Prompt/product workflow for letters
- •Web UX for non-expert users
- •Deployed product surface
THE HARD PART
Making AI output consistent enough for a transactional product, not just an impressive demo.
THE VERDICT
- •Live AI product for cover-letter generation
- •Clear workflow from inputs to letter
- •Practical LLM productization experience
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NO DETOURS•NO FLUFF•JUST SHIPPED•SE HABLA CODE
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