Case study / cover-letter-ai
Cover Letter AI: an AI application for job seekers
An AI-powered web application that turns a job posting into a tailored cover letter draft.
The product
Cover Letter AI is a web application that helps job seekers turn a job posting into a tailored cover letter draft.
The product challenge
A useful writing assistant has to do more than produce text. It needs to understand the source job description, keep the applicant's intent visible, and make the result easy to review before it is sent.
What the project focused on
- A focused flow from job posting to generated draft
- An interface that keeps the application task clear and direct
- AI generation shaped around the information in the job posting
- A web product that can be tested and improved through real usage
Product decisions
The product keeps the generated letter editable and reviewable instead of treating the first model response as a finished application. That makes the AI useful as part of a workflow while leaving the applicant in control of the final message.
What comes next
The next improvements can be guided by where users edit the draft, which inputs produce the most useful results, and where the application flow can remove unnecessary effort.