Finally, an AI that won't oversell my friend's resume. It shows the proof instead.
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I Built My friend Pranshu is job hunting. Like everyone, he's staring at a job post with twenty requirements and a two-page resume, wondering which line actually proves what. The AI tools he could use either rewrite everything with confident claims that aren't his, or hand back a "92% match" that explains…
This application, named ProofPrep, is designed to help a friend named Pranshu with his job search. Pranshu is struggling to match his resume to job postings that list numerous requirements and demand lengthy resumes. Existing AI tools either create confident claims that aren't accurate or provide a percentage match without explaining the proof.
ProofPrep offers a unique solution by only allowing claims to be made when there is verbatim evidence from the resume. Users can upload their resume and job description, and the app will highlight each job requirement with the exact corresponding lines from the resume. If no evidence is found for a requirement, the app will clearly state "no evidence found" instead of implying that the skill is missing.
Users can then accept, reject or add context to the suggestions made by the app. The app also provides interview preparation, generating interview questions based on the approved facts from the resume. This tool can be run locally on a user's laptop without any API keys or cloud costs, using open source models Qwen3 and Gemma through Ollama. The app ensures that edits are grounded in approved facts and provides a clean PDF output.
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