Startup MVP
A customer-facing AI assistant delivered in under a week
A production-ready conversational assistant that remembered context, connected to the client's CRM, and escalated conversations to people when needed.
- Fact 1
- Delivered in under a week
- Fact 2
- CRM connected
- Fact 3
- 5.0 client rating
- Period
- July 2025
The problem
The startup needed a fast way to handle customer conversations without losing context or trapping customers when a human response was required.
What I built
I built and deployed an assistant that handled multi-turn conversations, kept context across sessions, connected to the existing CRM, and supported human escalation.
The result
The working MVP was delivered in under a week. The client rated the engagement 5.0 and described it as their fastest path from concept to a deployed conversational AI product.
Technical details
For technical reviewers, the delivery used the following tools and platforms. The business problem and result remain the primary scope.
- Python
- LLM APIs
- Chatbot framework
- Cloud deployment