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SaaS

Livehandbook

Internal support platform grounded in product documentation and ticket history - resolving tier-1 queries automatically while routing complex issues to the right team.

RAG Systems12 weeks

Support ops platform with AI-powered tier-1 deflection

Build console

Challenge, solution, telemetry

build_console

livehandbook · shipped

challenge

Support leads spent 3-4 hours weekly answering repeat questions. Documentation existed but was hard to search. Response times slipped as the user base grew.

solution

Deployed a RAG-powered assistant with hybrid search across docs and resolved tickets, citation-backed answers, and handoff workflows to human agents when confidence was low.

what we shipped

  • RAG over product docs and resolved ticket history
  • Citation-backed answers with low-confidence human handoff
  • Hybrid search tuned for support ops, not generic chat
  • About 80% tier-1 deflection with 3-4 hours returned weekly

telemetry

80%

Tier-1 deflection

3-4 hrs/week

Time saved

stack

RAGpgvectorNext.jsOpenAIPostgreSQL

Interactive proof

Before / after and KPIs

Repeat ticket drag

Support leads spent 3-4 hours weekly answering repeat questions. Documentation existed but was hard to search. Response times slipped as the user base grew.

0%

Tier-1 deflection

0-hrs/week

Time saved

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