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Cutting Support Drafting Time with a RAG Support Copilot (Bengaluru SaaS)

How a Bengaluru B2B SaaS cut support drafting time by 50-70% with grounded AI.

50-70%
Time Saved
0
Failures in 90 Days
100%
Grounded Replies

The Problem

A Bengaluru B2B SaaS company had support reps searching through Slack, Notion, old tickets, and runbooks for every customer question.

Generic chatbot tests hallucinated policies. Manual responses were slow and inconsistent.

  • ×Support hopping between 4-5 tools to answer each question
  • ×Long response times and inconsistent answers
  • ×Generic chatbots that hallucinated or broke policy
  • ×New hires took months to learn the product

Our Approach

We built a RAG Support Copilot that generates grounded answer drafts from internal docs, with human-in-the-loop approval.

1
Index All Knowledge Sources

Built a RAG index over docs, FAQs, runbooks, past tickets, and golden replies—everything support needed but couldn't easily search.

2
Create Copilot in Helpdesk

Integrated copilot into their helpdesk—reads ticket, generates draft answer from RAG, suggests next steps. Human approves before sending.

3
Implement Feedback Loop

Approved answers get fed back into the RAG corpus. System learns from what support actually sends, not just static docs.

4
Add Guardrails

Copilot only answers from indexed docs. If answer isn't grounded, it escalates to senior support. No hallucinations.

The Results

50-70%
Reduction in drafting time per ticket
0
Hallucinated answers (all grounded in docs)
90%+
Answer consistency across team
3 weeks
Time to onboard new support reps (down from 3 months)

"It's the first AI tool we've used that actually respects our docs instead of making stuff up. Support reps love it because it makes them faster, not replaceable."

— Head of Support, Bengaluru B2B SaaS

Want the technical breakdown?

Read the detailed solution architecture, RAG setup, and agent workflows.

View Solution in Detail

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