Katara Core

Load knowledge once. Assign access once. Use it everywhere.

Katara turns each source into structured, retrieval-ready knowledge connected by lineage and access rules.

01 // Knowledge lifecycle

One layer for every way of working.

Source and original

Preserve authoritative material and its ownership.

Structured knowledge

Make material navigable and reviewable.

Access and lineage

Keep permissions attached as content changes and is used.

02 // Unified knowledge lifecycle

Transform without losing the context.

1. Load2. Assign access3. Preserve original4. Structure5. Prepare retrieval6. Serve humans and agents
Permissions and lineage remain attached as content changes and is used.

03 // Capabilities

One knowledge layer for every way of working.

Source and original

Preserve authoritative material, source identity, and ownership for controlled sharing and verification.

Structured knowledge

Make material navigable and reviewable in the UI; it does not replace the authoritative record.

Retrieval-ready knowledge

Create representations for AI retrieval linked to their source and structured context.

Permissions that travel

Assign access at the knowledge level and retain that intent across representations and audiences.

Lineage and traceability

Connect transformed knowledge and answers to authoritative material for review and trust.

Humans and agents

Owners manage knowledge in the UI; agents and AI tools access permitted knowledge through Model Context Protocol (MCP), a protocol for connecting tools and context.

04 // Permissions

Every audience sees only what is permitted.

One source
Internal teamSelected externalAgent or AI tool
Each audience receives only its permitted representation or answer.

05 // Packs

Packs configure Core; they do not duplicate it.

Venture PackFuture PackCustomer Pack
entities · templates · skills · workflows
Katara Core
sources · representations · permissions · lineage · retrieval · Model Context Protocol (MCP) · UI
Start with Core, use a ready-made Pack, or work with Katara to configure one around your knowledge, access model, and workflows.

Build it yourself

Configure entities, templates, permissions, and skills.

Start from a Pack

Adapt an existing configuration to your language and workflow.

Build with Katara

We model knowledge, access boundaries, outputs, and workflows. Unusual connectors, historical migrations, and highly specialized workflows may require scoped implementation work.