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LM Generator

A private job-search tool that tracks every application through its pipeline and drafts a tailored, fact-checked cover letter for each one with AI.

Onboarding
Application tracking
Application tracking — mobile
New application
Drafting
Drafting — mobile
Letter view
Letter view — mobile
Stack
Next.jsFirebaseOpenAIReact PDF
01

LM Generator ("LM" for lettre de motivation) is a personal tool for running a job search like a small CRM: one entry per application, moving through À postuler → Envoyée → Relance → Entretien and finishing at Offre / Refus / Abandonné, with every status change timestamped into a visible pipeline.

02

For each application, a four-step assistant pastes in the job posting, takes an optional one-line steer on angle or tone, then has an LLM research the company and draft a letter grounded only in the candidate's own real background — no invented experience, no flattery toward the company, no stray links or sources, generated as it streams paragraph by paragraph.

03

Every generation and manual edit is kept as a dated, restorable version, and the final letter exports as a properly formatted A4 PDF. Access is Google login gated behind a hard-coded email whitelist, checked again server-side on every API route since this is a strictly personal, two-account tool.

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gozardflorian@gmail.com06 69 05 18 40Download CV ↓
© 2026 Florian GozardMade by me