Back to Case Studies
AI·SaaS

Customer Support AI Agent

Support team was drowning in repetitive tier-1 tickets, with 72-hour average response time.

Overview

We built a conversational AI agent trained on resolved tickets and product documentation that handles common support queries autonomously, routing complex issues to human agents with full context.

Client

A B2B SaaS company...

Timeline

10 weeks

Team

2 engineers

Industry

SaaS

The Challenge

A B2B SaaS company had a lean support team handling a growing volume of tickets. Over half were repetitive questions — billing inquiries, password resets, feature explanations — that could be answered from existing documentation. But every ticket still required a human, and average response times had ballooned to 72 hours.

Our Approach

1

Built a conversational AI agent trained on resolved tickets and product documentation using RAG

2

Implemented intent classification to distinguish between questions the AI can handle and issues requiring human escalation

3

Created integrations with their existing helpdesk and CRM for seamless ticket handoff

4

Added sentiment detection to automatically escalate frustrated customers to a human agent

Key Results

40%

Tickets Automated

<5 min

AI Response Time

72→5

Hours → Minutes

10 wks

Delivered In

AI agent handles roughly 40% of incoming tickets without human intervention

Response time for AI-handled tickets dropped to under 5 minutes

Human agents focus on complex issues, improving resolution quality

Customer satisfaction scores improved measurably after deployment

The AI handles the stuff our team was tired of answering ten times a day. Password resets, billing questions, basic how-tos. Our actual support quality went up because the team can focus on the hard problems now.

VP of Customer Success, SaaS Company

Tech Stack

PythonGoPostgreSQLRedisGemini ProReact

Need something similar?

We've solved problems like this before. Let's talk about yours.

Start a Conversation

Ready to build
something real?

Tell us about your project. We'll give you honest feedback on scope, timeline, and whether we're the right fit.

Start a Conversation