Tech & SaaS · RAG Systems

RAG support agent for a B2B SaaS

A cited, grounded support agent trained on docs, changelogs and resolved tickets.

RAGPineconeHelp Desk
61%tickets deflected
92%answer accuracy
−4 hrsfirst-response time

Client

B2B SaaS · New York (sample)

Service

RAG Systems →

Industry

Tech & SaaS →

The challenge

Support volume grew faster than the team, and the old FAQ bot gave confident but wrong answers.

What we built

A RAG pipeline over docs, changelog and 20k historical tickets with hybrid search, re-ranking, citations and an evaluation suite, embedded in the help desk.

The results

  • 61% tickets deflected
  • 92% answer accuracy
  • −4 hrs first-response time