When we reach for it
Serving models and data-science work behind a real HTTP interface, where the alternative is a script somebody runs by hand and the documentation is a message in a chat thread.
Web and application frameworks
A modern Python framework that derives request validation and an OpenAPI document from type annotations, so the API contract and the code cannot drift apart.
Serving models and data-science work behind a real HTTP interface, where the alternative is a script somebody runs by hand and the documentation is a message in a chat thread.
It is a good API layer, not an application framework. If the system needs an admin, an ORM and auth, Django is less work than assembling the same thing underneath FastAPI.
The usual shape is a thin FastAPI layer in front of a model or a pipeline, with the evaluation harness behind it and the resulting OpenAPI document treated as the contract every other team codes against.
Where this appears on the site
We work in FastAPI, and no case study or service page currently published on this site prints it in its stack. Rather than describe an engagement you cannot check, this space stays empty until one does. Ask us and we will talk you through it directly.
Tell us what it is running, what it costs you today, and what you need it to do next. A senior engineer will tell you what we would keep and what we would change.