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