Overview

MK

Indexed Documents

6

+2 this week

Vector Embeddings

48.2k

1536-dim · cosine index

Queries Today

137

avg. 1.9s agent latency

Policy Denials (24h)

23

RBAC guard active

Enterprise Knowledge OS

Ask anything.
Leak nothing.

A multi-agent retrieval pipeline that plans, retrieves, enforces your permission model, and cites its sources — every answer scoped to exactly what the asker is allowed to see.

Live Agent Activity

Streaming

  • Retriever fetched 8 chunks for "Q3 revenue forecast" · 12s ago

  • Policy Guard redacted 2 restricted chunks for role analyst · 41s ago

  • Embedder indexed Security-Policies-ISO27001.pdf · 1,204 vectors · 3m ago

  • Verifier confirmed 4/4 citations grounded · 6m ago

Role Snapshot

What the active role can do right now

    Recently Indexed

    Latest documents through the ingestion agents

    Company Documents

    Upload source material — ingestion agents parse, chunk, embed and index automatically.

    Drag & drop files here, or click to browse

    PDF, DOCX, PPTX, XLSX, CSV, MD — max 50 MB per file. Classification & department scope applied on ingest.

    Knowledge Base

    Document Classification Department Chunks Ingestion Actions

    Query Console

    The agent plans, retrieves, applies RBAC policy, reranks, generates and verifies — with full citations.

    Policy scope: All classifications

    No query yet

    Ask a question above. The agent trace on the right shows exactly how your answer was built — including any chunks blocked by access policy.

    Agent Trace

    Idle

    Retrieved Chunks

    Chunks appear here after a query runs.

    Agent Pipeline

    Two coordinated agent crews: ingestion agents build the index; query agents answer under policy.

    Crew A

    Ingestion Pipeline

    Healthy
    Crew B

    Query-Time Agent Chain

    Retrieval Strategy

    Hybrid: BM25 + Dense Vectors

    Reciprocal rank fusion over keyword and semantic search, with metadata filters for department and classification.

    Policy Enforcement

    Pre- & Post-Retrieval Guards

    Filters applied at index query time and again per-chunk before generation — denied content never enters the context window.

    Grounding

    Citation Verification

    A verifier agent checks every claim against retrieved chunks. Unverifiable claims are dropped, not paraphrased.

    Access Control (RBAC)

    Role-based permissions enforced by the Policy Guard at retrieval and generation time.

    Permission Matrix

    Read-only for your current role. Switch to Administrator to edit.

    Enforced by policy-guard v2.3
    Permission Administrator Dept. Manager Analyst Viewer

    Directory & Role Assignment

    Synced from SCIM / Entra ID · last sync 4 min ago

    Member Department Role Data Scope Status

    Audit Log

    Immutable trail of every query, upload, policy decision and role change.

    export: SIEM · webhook [on]

      Workspace Settings

      Deployment, models and governance defaults for this tenant.

      Models

      Governance