System diagram
Co-founder project · Hospitality
Cococure Concierge
Bookings, availability and recommendations over WhatsApp and phone.
- AI
Proof: Demo
Co-founder project · Healthcare
Dr C
A medical support agent that explains lab reports, suggests next tests and finds a lab nearby.
- Built by
- Muhammad Zubair, Sortup co-founder
- Sector
- Healthcare
- What was built
- AI
- Stack
- PydanticAI
- MCP servers
- FastAPI
- OpenRouter
- GLM
- Logfire
- VAPI
- Client
- A diagnostics lab network.
- Engagement
- Zubair architected and built the AI agent layer: tools for report analysis, test suggestions, lab information and location lookup, plus a voice channel.
The challenge
Patients struggle to understand lab reports and what to do next, and lab support teams answer the same questions every day.
The solution
An agent with MCP-style tool access built on PydanticAI and FastAPI, with models through OpenRouter (GLM), tracing in Logfire and a voice channel on VAPI.
The impact
- Explains lab reports and suggests next tests.
- Answers lab questions and finds nearby locations.
- Works by text or voice.
Building something like Dr C?
No pitch deck. An engineer, and a straight answer.