Context-Aware Mail Generation Prototype
United States
A working prototype pairing a documented API with a language-model mail generator and a review client, built as a scoped evaluation exercise.
- Client
- A sales-automation product
- Industry
- Artificial Intelligence
- Period
- Aug 2025
Outcomes
3 hours
Delivered in
- Scope
- Prototype, to a public repository
Technologies
The situation
A sales-automation product wanted a working prototype of context-aware mail generation, scoped as an evaluation exercise.
What we built
The prototype
A Fastify 5 API with Swagger UI over generate, send, list and get, a LangChain and OpenAI mail generator carrying company context, and a React client for review.
What mattered
Three hours is enough to demonstrate a shape and not enough to demonstrate that it works. Published here as what it is.
Outcome
Delivered same day, to a public repository.