Case studies

EdTech · AI

AI tutor built on Socratic method — rescued from a failed codebase

Elite Medical Prep · US & Israel

Elite Medical Prep had an AI tutor stuck in a failing codebase. We rescued it, rebuilt it on the Socratic method, and shipped to production in two months.

2 mo to production

We started fresh, rebuilt the platform in two months, and shipped a working AI tutor grounded in their Socratic methodology — the kind that doesn't give answers, but guides students to find them.

The challenge

An AI medical tutor that teaches the way the best doctors do — by asking, not answering — but the existing codebase couldn't get it to production. The product was good; the foundation wasn't.

What we built

We rebuilt it around the Socratic method: the tutor probes, the student reasons, the model adapts. A clean architecture replaced the one that was holding the idea back.

The outcome

From inherited, failing code to production in two months — with the pedagogy, not the platform, back in the spotlight.

Outcome

What client say

"If I had another AI idea and wanted to pursue it, I would just use your company. It wouldn’t be a question."
MBMarcel Brus-Ramer, Co-founder, Elite Medical Prep

Tech Stack

  • React
  • TanStack
  • Python
  • Flask
  • AWS Bedrock
  • OpenAI
  • AWS ECS

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