Freelance software engineer · Lyon & remote
AI workflow automation for SMEs
The goal is not to add another chatbot. I start from a costly or repetitive task, check whether AI fits, then build a measurable first scope that can integrate with the workflow.
Who is this for?
- Support, operations, sales or documentation teams
- SMEs with internal documents that are hard to use
- Leaders who want to test a use case without launching an endless program
What I can ship
- Scoping workshop and workflow map
- RAG, extraction, classification, assistant or agent proof of concept
- Quality measurement, guardrails, integration and production roadmap
Why this profile?
- AI prototypes connected to concrete business workflows
- RAG, extraction and classification experiments with explicit guardrails
- Bounded, measurable use cases connected to the tools teams actually use
Frequently asked questions
Do the data have to go to an external provider?
Not necessarily. Model, hosting and privacy constraints are part of the scope; a local model or private infrastructure can be considered when relevant.
How do we start without knowing the ROI?
We choose a bounded task, measure current time or errors, then validate a prototype on a small set of real cases before expanding.