FREELANCE AI INTEGRATION

AI built around a specific use.

I develop AI tools and integrate models into web applications. My work on MotoETM includes a RAG assistant that answers learners’ questions as they prepare for the French motorcycle theory exam.

Start with the task to solve.

An assistant for user questions, an AI feature in your application or an automation: the starting point is the use case. We clarify what the model should do, what information is available and how the feature fits into your product.

What does RAG mean?

RAG retrieves information from sources and supplies it to a model to help prepare its response. This can be useful for an assistant working with a defined body of content. Source selection and response checks are part of the work to consider; RAG does not guarantee that every answer is correct.

What an engagement can cover.

We agree on the scope based on your application and data. The work can cover an initial integration or improvements to an existing feature.

  • Define the user journey, expected questions and usable sources.
  • Integrate the model and its interface into your application.
  • Review responses using representative examples and clarify the feature’s limits.

Your questions

Do you have an example of a live AI assistant?

Yes. MotoETM includes a RAG-powered AI assistant that answers learners’ questions. The project page explains its place in the platform and the technologies used.

What should I prepare to discuss an AI project?

Describe your users, the questions or tasks involved, available sources and your current application. A few examples of expected answers help define the feature.

How do I book an AI engagement?

Workdays are offered at USD 600 per day, including a one-hour preliminary meeting to clarify priorities and scheduling. We agree on the scope and any additional work together.

WAYL LOUAKED · FREELANCE

What should your AI tool do?

Describe the intended use and the information it could draw on. We can then define a first priority.

USD 600 / day · One-hour preliminary meeting included.