At Silamir Group, I designed and deployed an AI solution that automates quote generation for a real estate services group. I developed machine learning models and LLM agents to analyze requests, identify services, and prepare quotes from historical data.
I added automated price estimates and a confidence score to guide human review, then industrialized the solution on AWS and piloted its deployment in real conditions.
In my current role at Silamir Group, I design and refine prompts for AI features on a learning platform. I evaluate generated responses and adjust prompts to make them reliable and appropriate for learners.
Earlier, I worked on audio processing for speech recognition at ENSA Tétouan and analyzed banking transactions for fraud patterns at Al Barid Bank. My projects also include a RAG chatbot grounded in internal knowledge bases and medical-review text analysis.

