Co-founder project · Healthcare
Dr C
Report analysis, test suggestions and lab lookup, by text or voice.
- AI
Proof: App stores
Co-founder project · Hospitality
Cococure Concierge
A WhatsApp and voice concierge that takes restaurant and nightclub bookings.
System diagram
- 01
Guest
WhatsApp message or phone call
- 02
Concierge agent
PydanticAI on GLM
- 03
Tools
Availability, bookings, recommendations
- 04
Booking
Confirmed back to the guest
- Input or existing system
- We built
- Built by
- Muhammad Zubair, Sortup co-founder
- Sector
- Hospitality
- What was built
- AI
- Stack
- PydanticAI
- MCP server
- FastAPI
- WATI
- RetellAI
- Logfire
- GLM
- Client
- A hospitality brand taking restaurant and nightclub bookings.
- Engagement
- Zubair built the AI concierge and the tools behind it: availability, bookings and recommendations.
Proof you can open
The challenge
Hospitality teams answer the same booking, availability and recommendation questions all day on WhatsApp and the phone, and the service still has to feel premium.
The solution
An agent on WhatsApp (WATI) and voice (RetellAI), backed by an MCP server with tools for availability, bookings and recommendations. Built with PydanticAI and FastAPI, traced in Logfire.
The impact
- Takes bookings in real WhatsApp and phone conversations, not a website widget.
- Checks availability and books through tools.
- Tool calls and conversations traced in Logfire.
Building something like Cococure Concierge?
No pitch deck. An engineer, and a straight answer.