An AI job-search platform for the French market — CV building, cover letters, application emails, and role matching.
A job-search platform aimed at applicants in France, built around four AI surfaces: a CV builder, a cover-letter generator, an application-email generator, and AI-driven job matching and recommendations. Each surface has to produce output a candidate can actually send without rewriting it.
Primary technologies
01 / Context
A job-search platform aimed at applicants in France, built around four AI surfaces: a CV builder, a cover-letter generator, an application-email generator, and AI-driven job matching and recommendations. Each surface has to produce output a candidate can actually send without rewriting it.
Engineering problem
Generated application material fails the moment it reads as generic — it has to reflect the specific candidate and the specific posting, in the conventions the French hiring market expects.
Approach
Built the AI layer as a set of focused generators — CV, cover letter, application email — alongside a matching and recommendation system, rather than one general-purpose prompt doing everything.
02 / Architecture
Layer 01
Separate CV, cover-letter, and application-email generators rather than one general-purpose prompt serving every surface.
Layer 02
Ranks openings against a candidate's profile to surface roles worth applying to.
03 / Engineering judgment
A CV, a cover letter, and an outreach email have different conventions and constraints. Splitting them made each output usable without a rewrite.
04 / Stack
AI
05 / Capabilities
AI CV builder
AI cover-letter generator
AI application-email generator
AI job matching and recommendations
06 / Challenges
Challenge 01
Problem
Generated application material fails the moment it reads as generic — it has to reflect the specific candidate, the specific posting, and French hiring conventions.
Solution
Built each artefact as its own generator with its own constraints, instead of one prompt trying to cover every case.
Next step
I work on the AI layer — retrieval, reasoning, and the plumbing underneath — and hand it over ready to integrate.