SaaS & Automation · Case Study 03

How We Automated 80% of Support Tickets in 30 Days

A logistics SaaS company was bleeding $7,200/month on support staff. 80% of tickets were repetitive queries. We built a custom NLP WhatsApp bot that handled them automatically, saving $4,800/month in the first 30 days.

80%
Tickets Automated
$4.8k/mo
Cost Savings
<3 sec
Response Time
94%
Satisfaction Score

The Problem

1,200+ support tickets per month.Three full-time support agents costing $7,200/month combined. Average response time was 4 hours. Customers were churning because they couldn't get answers fast. The worst part: 80% of tickets were repetitive queriesthat a bot could answer instantly: “Where is my shipment?”, “How do I track my order?”, “Why was my delivery delayed?”

AI + Human Collaboration

AI analyzed 6 months of ticket data to identify the top 40 query patterns. Engineers built a WhatsApp bot with NLP trained on actual customer conversations. The bot integrated directly with the logistics API for real-time shipment data. Human agents now only handle escalations— complex or emotional cases that need empathy. The bot handles the rest 24/7.

4 Phases of Automation

Phase 01
Ticket Analysis
Data Mining

Analyzed 6 months of support tickets. Identified top 40 query patterns. Grouped by category: tracking, billing, technical, escalation.

Phase 02
NLP Training & Bot Build
AI Training

Trained NLP model on 1,200+ customer messages. Built WhatsApp bot with intent recognition and API integration for real-time data.

Phase 03
Integration & Testing
QA & Launch Prep

Integrated bot with logistics API for live shipment tracking. Tested 200+ edge cases. Set up fallback to human agents.

Phase 04
Launch & Monitoring
Go Live

Deployed bot to WhatsApp. Monitored conversations, accuracy, and customer satisfaction. Continuous retraining based on new data.

“We were bleeding money on support for questions a bot could answer. Tyvonix built something in 30 days that saved us $4,800 every month. The ROI paid for the build in week one.”

— Sarah K., CTO, LogiFlow

Built with AI & APIs

Communication
WhatsApp APIOpenAI NLPWebhooks
Backend Engine
Node.jsPythonDocker
Data & Cache
MongoDBRedisLogistics API

Ready to Automate Your Operations?

Whether it's support, internal workflows, or customer communication, automation can cut costs and improve experience simultaneously.

Book a Free Call Now →