Use cases

Better AI context for the work your team already does.

Knowledge Bundles are most useful when they are tied to a real job: an agent workflow, a team process, a compliance review, a campaign brief, a learning path, or a creator's expertise.

AI builders

Reusable context for agents, coding assistants, MCP workflows, prompt engineering, and tool-using automations.

Build with better context

Business operators

Procedures, handovers, policies, service workflows, reporting notes, and repeatable operational decisions.

Improve operations

Compliance teams

Traceable source material, review reminders, licence context, policy references, and tightly scoped workflow guidance.

Work from sources

Marketing teams

Audience notes, positioning, category research, campaign inputs, SEO context, and repeatable content briefs.

Reuse the brief

Education teams

Curriculum notes, training context, examples, rubrics, onboarding material, and learner support references.

Package learning

Creators

A path for subject-matter experts to package source-backed knowledge once and sell it through the marketplace.

Become a creator

Not sure where to start?

Choose the workflow where missing context hurts the most.

If your team keeps re-explaining the same background to an AI tool, that is a strong candidate for a Knowledge Bundle.