2025 · Solo
Cold Email & Cover Letter Generator
Job post in, grounded outreach out — without the generic voice.
- Grounding
- Evidence-constrained
the problem
Generated cover letters read like generated cover letters, and the failure is structural. Without grounding in the specific posting and the specific candidate, a model defaults to the mean of everything it has read.
the approach
The tool extracts concrete requirements from a posting, matches them against structured candidate history, and constrains generation to reference only matched evidence — so every claim in the output traces back to something real.
the result
Output that names specific requirements and the specific work that meets them, instead of asserting enthusiasm.
stack
- TypeScript
- Next.js
- LLM API