Tri-Agent RAG Architecture

Stop Searching.
Start Asking.

Turn your secure document library into an intelligent assistant. Find the exact answer you need instantly, with every fact backed by a direct citation. Complete data sovereignty, zero compromises.

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What were the key findings in the Q4 report?

Librarian retrieved 3 chunks from Q4-Report.pdf

Based on the Q4 report, here are the key findings:

  • Revenue increased 23% YoY to $4.2M
  • Customer retention rate improved to 94%
  • New enterprise contracts: 12 signed
Sources:Q4-Report.pdf, pp. 3-5Q4-Report.pdf, pp. 12-14
Scribe saved: "Q4 revenue up 23% YoY"
Ask your documents anything...

Three agents. One mission.

Core Architecture

Tri-Agent Architecture

Three specialized agents — Librarian, Converser, and Scribe — coordinate through a shared vector store to ingest, retrieve, and learn from your documents autonomously.

LIB
CON
SCR
Librarian
Converser
Scribe

Ingest Any Document

PDF, Markdown, plain text — chunked and embedded automatically by the Librarian agent.

Semantic Search

Vector-powered retrieval finds the most relevant passages, not just keyword matches.

Conversational AI

Ask follow-up questions naturally. The Converser maintains context across the full session.

Persistent Memory

The Scribe captures key insights from every conversation, building institutional knowledge.

Enterprise Security

API key auth, UUID filenames, path confinement, JSON-only serialization. Fail-closed by default.

How it works.

Four steps from raw documents to actionable intelligence.

01

Upload

Drop your PDFs, Markdown files, or plain text into TARA. The Librarian agent chunks and embeds them into a vector store.

02

Ask

Ask questions in natural language. The Converser agent retrieves the most relevant context from your documents and builds a precise prompt.

03

Get Answers

Receive accurate, cited responses in real-time. Every answer includes source references so you can verify the information.

04

Learn

The Scribe agent silently captures key insights from every conversation, building a persistent memory that improves over time.

Built for every industry

Legal
Contract analysis & discovery
Healthcare
Clinical documentation review
Engineering
Technical spec retrieval
Finance
Regulatory compliance checks
Government
Policy document search
Research
Literature synthesis
Manufacturing
SOP & quality docs
Education
Curriculum intelligence
Consulting
Knowledge base mining
Logistics
Compliance & manifests
Energy
Environmental reporting
Telecom
Network documentation

Ready to deploy?

document intelligence.

Try TARA free with our interactive demo, or explore pricing for teams and enterprises.