Runs where your work already happens.
Across your company
Built around the work each team already does.
The same company knowledge can support very different work. Each team gets the context, instructions and tools it needs — without building its own isolated AI setup.

Operations
Make recurring work actually repeatable.
Turn processes, company rules and recurring workflows into reusable instructions instead of piecing them together from documents, old chats and individual know-how. The result is less reinvention and a more consistent way of getting routine work done.
Engineering
Put your standards where the code gets written.
Make architecture context, coding conventions and engineering practices available through MCP directly inside the tools your team already uses. The same shared knowledge can support implementation, reviews and documentation without being tied to a single IDE or AI provider.
Product
Turn product context into repeatable work.
Keep research methods, product knowledge and decision frameworks reusable across discovery, analysis, specifications and documentation. New work can start from what the team already knows instead of rebuilding the background in every conversation.
Customer Success
Answer from the same source of truth.
Give customer-facing work the right product knowledge, tone and processes — so answers stay consistent even when different people or AI tools handle them. When product information changes, update the source instead of fixing the same context in every template.
Sales
Bring your best messaging into every conversation.
Keep positioning, product knowledge, objection handling and proven messaging ready to use from account research to follow-ups and proposals. Good sales context stops living in individual chats and starts becoming something the whole team can build on.
Marketing
Keep every channel on-brand.
Make brand voice, product context and campaign rules reusable, so every new piece of content starts from the same foundation. From one-off requests to recurring campaigns, the knowledge behind good marketing stays available across your AI tools.



