TOULOUSE AND REMOTE · FREELANCE DEVELOPMENT
Applied AI developer in Toulouse
Connect AI to a concrete business need with clear sources, boundaries and approval steps.
I’m Jonathan Corral, a freelance developer helping businesses in Toulouse and remote teams integrate artificial intelligence into their tools and workflows. We start with a specific use case and examples of expected outputs, rather than choosing a model first.
Find answers in your documents
A document assistant can search a corpus and prepare an answer with references to its sources. The scope defines accessible documents, updates and authorised users. Missing or insufficient sources need explicit handling instead of an invented answer.
- Document scope and access permissions
- Document retrieval and sourced answers
- Evaluation on representative questions
Prepare and route requests
Automation can help classify a request, extract information or draft a reply for review. We define which decisions the system may take and which require a person. AI connects to existing tools through APIs and explicit operational rules.
Evaluate results and define limits
Before operational use, outputs are checked against examples suited to your needs. Errors, missing sources and ambiguous requests belong in that evaluation. Models can make mistakes: sensitive actions need suitable checks and human approval.
Scope data, hosting and costs
We discuss usable data, access, model providers and execution environments. An external service and a model hosted in your environment involve different constraints. The proposal states usage fees and subscriptions; integration alone does not guarantee confidentiality or compliance.
Before we start
Can the assistant act automatically on behalf of my team?
That depends on the use case. Authorised actions and human approvals are agreed before development. Preparing a proposal for review is often a suitable first step for sensitive actions.
Do I need to send all my documents to an AI service?
No. We define the required corpus and processing constraints before selecting a solution. The provider or hosting choice must fit the requirements of your data.
Related expertise
Let’s discuss your project
Explain what you need to build or improve, your existing tools and your constraints. We can identify a useful first step and an appropriate scope together.
Book a discovery call