The challenge
A small support team was overwhelmed by repetitive questions. Leadership wanted automation that was genuinely helpful and safe — not a frustrating chatbot.
What we did
- Built a RAG pipeline over docs, FAQs, and historic tickets
- Added guardrails, citations, and a confident hand-off to humans
- Created an evaluation suite to measure answer quality over time
- Integrated into the existing help desk and chat widget
Illustrative outcomes
60%+
of routine tickets auto-resolved
<2s
median response time
24/7
first-line coverage