Memory & RAG
AI has memory.
UCM makes it scale.
A knowledge system built natively for AI. Low friction to publish, high value in every session.
The Reality
AI remembers — until it doesn't.
Modern AI assistants are remarkably capable within a session. They hold context, follow instructions, and build on earlier parts of a conversation. That basic memory works well — for as long as the window lasts.
But context windows fill up. Sessions end. Detailed knowledge — your coding standards, approved patterns, business rules, architectural decisions — gets lost or has to be re-explained from scratch every time. Across a team of ten, that's the same explanation given ten different ways, ten times a day.
UCM is the layer above the session window. A structured, versioned knowledge system that AI agents can query at any time — purpose-built for how AI actually works.
How It Works
Publish once. Available to every AI session.
Your Team
Publishes coding standards, patterns, and guidance as versioned artifacts*
UCM Repository
Stores artifacts in an organised, versioned namespace hierarchy
AI Agent
Searches and fetches artifacts via MCP tools in any session
Grounded Response
Consistent, accurate output based on your team's actual knowledge — every session
* An artifact is a piece of knowledge your team saves in UCM — a company policy, a how-to guide, a set of instructions, a FAQ, or anything else your AI should know. Think of it like a document in a shared folder, but one that any AI assistant on your team can find and read automatically.
Key Capabilities
Your team's knowledge, always available to AI.
UCM stores artifacts in a four-level namespace — workspace, repository, category, subcategory — so knowledge is always structured and discoverable. AI agents browse and search the hierarchy just like you would browse a file system.
Artifacts are versioned. When your team improves a coding standard or updates a guidance document, a new version is published. AI agents can target a specific version or always pull the latest — and you have a full audit trail of every change.
- Publish any knowledge as a versioned artifact — docs, patterns, prompts, code
- Organise by team, function, and project in a clear namespace hierarchy
- AI agents search and retrieve artifacts via MCP tools in any session
- Full version history — know which standard your AI used
- Institutional memory that survives team turnover
- Shared across the team — one publish, everyone benefits
Context loaded
What You Can Store
Any knowledge your AI should know.
For business users, autonomous agents, and AI workflows alike — if it matters to how your organisation operates, it belongs in UCM.
Get Started
Give your AI the context it needs — today.
Publish your first artifact in minutes. Free for individuals, free for small teams.