MEHDI KOURCHAL / SOFTWARE + APPLIED AI

I build useful systems for complicated operational work.

I work across frontend engineering, document processing, and automation, with attention to exceptions and human decisions.

What I build

• Document workflows

  Interfaces and processing paths that turn incoming files into reviewable information.

• Operational software

  Tools that make handoffs, states, and exceptions visible to the people responsible.

• Applied AI systems

  Bounded AI capabilities integrated with validation, review, and clear limits.

How I approach a build

1. 1. Understand the workflow

   Trace a real case, inputs, decisions, and failure points.

2. 2. Build the smallest useful system

   Connect the interface, data path, and approval points.

3. 3. Verify and explain

   Test real cases, document limitations, and make the result maintainable.