▸ DOSSIER 01 / 06 :: BRIEFING
CVGEN-Δ
AI-powered CV generation SaaS
A SaaS that writes CVs for humans — and whose AI costs 87% less than on day one.
SAAS / AIACTIVE2025-09 → en cours
- CODENAME
- CVGEN-Δ
- DOMAIN
- SAAS / AI
- PERIOD
- 2025-09 → en cours
- STATUS
- ACTIVE
- STACK#
- 6 TOOLS
- SIGNAL
- 5/5
// dossier #001 · cvgen
§ 01 ::
KEY METRICS
COÛT IA
−87 %
AUTH
MAISON
PAIEMENT
STRIPE
§ 02 ::
MISSION LOG · OPERATOR NOTE
▸ TRANSCRIPT— c.devif
« My favorite project. Also the one that taught me to say no to features. »
§ 03 ::
DETAILED BRIEFING
Same CV, same AI — 87% less inference cost than on day one. Not luck: three days comparing outputs, measuring, tightening, down to a dynamic strategy selection that picks the right model at the right moment. The rest is full-stack and held tight: home-grown auth (no NextAuth, to keep control of every flow), Stripe payments, a roadmap split into 7 phases to hold the line instead of drifting.
§ 04 ::
KEY POINTS
- [01]LLM cost cut 87% via automatic strategy selection
- [02]Complete home-grown auth, no third-party dependency
- [03]Stripe payments, credits and roles
- [04]Strict strategy pattern on the generation side
§ 05 ::
STACK · 6 TOOLS
- Express
- React 19
- OpenAI
- Stripe
- MariaDB
- Auth maison
§ 06 ::
ACCESS · SIGNAL
MISSION SIGNAL
5 / 5
▸ HIGH PRIORITY · ACTIVE INVESTMENT
ACCESS
▸ NO PUBLIC REPO FOR THIS MISSION
// fin de la fiche cvgen