2024 · AI assistant
A serverless AI assistant for project scoping
a project-management SaaS startup · Backend & AI systems engineer
The problem
Users type one vague sentence, such as "I want to build a video website", and expect a real plan back. Calling a language model straight from a web request is slow and unpredictable.
What I built
I built a serverless assistant that works in the background, adds context from a knowledge store and returns a structured breakdown.
The result
Users get a plan they can act on instead of a paragraph of text.
Main tools
- AWS Lambda
- Amazon Bedrock
- LanceDB
- API Gateway
- Amazon Cognito
This is the short version. The full case study is available on request.