All case studies

Automation

Support triage bot for a busy SaaS team

An AI assistant that reads incoming tickets, suggests replies, and routes complex cases to humans — trained on the client's own help docs, not generic fluff.

Challenge

A B2B SaaS company with a two-person support team was missing SLAs during peak hours. Reps were copy-pasting the same answers and losing time on tickets that did not need a human.

What we did

We connected a retrieval-based model to their knowledge base, built a review queue for low-confidence answers, and integrated with their existing ticketing tool so nothing lived in a silo.

Outcome

Roughly 40% of tier-one tickets resolved without human touch, faster first responses on the rest, and a clear log of what the bot said so quality could be audited.

Focus areas

  • LLM + RAG
  • Help centre sync
  • Review workflow
  • Ticket integration

Planning something similar? Talk to us or email us at shindevech@gmail.com.