Conversational AI product atmosphere—routing, guardrails, and rollout.

Abuildstoryyoucantraceendtoend

Stack, constraints, and outcomes for this program—mirrors how we run client work under NDA in production.

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LLM Document Copilot

Secure enterprise copilot over contracts and policies—citations, redaction, and workspace SSO.

Document intelligence and enterprise copilot—RAG and tool orchestration.

Overview

Employees ask natural-language questions over large document corpora with inline citations, access-controlled indexes, and evaluation harnesses for regression on policy updates. Built for legal and GRC teams who cannot tolerate silent hallucinations.

Key results

Representative outcomes for this engagement.

  • Research time reduced 68%
  • Citation coverage > 95% on eval set
  • SSO + RBAC across tenants

Features

  • Per-tenant vector isolation
  • Citation-first answers
  • Bulk re-embed on doc change
  • Admin eval dashboards

Tech stack

Next.jsPythonOpenAI APIpgvectorAzure AD

Gallery

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Document intelligence and enterprise copilot—RAG and tool orchestration.

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