The Enterprise Context Layer Architecture in Action
The teams winning with AI are not the ones with the best models. They are the ones building context that compounds. Watch Atlan mine knowledge from your existing stack, build and certify a context layer through a development lifecycle, and deploy it to any agent platform.
What you'll see
01
Same question. Different results
Two agents, same question. The one without context queries table after table and can't confidently answer. The one with a shared context layer loads exactly what it needs upfront and returns a traceable answer.
02
Knowledge, expertise, and norms — mined automatically
Context isn't just metric definitions. It's how work actually gets done: the procedures, the business logic, the rules about what's allowed. Watch Context Agents mine all three from your existing stack with 100+ connectors across your data platforms, BI tools, and systems of record and turn them into a shared context foundation.
03
Built, tested, and certified before it ships
Watch Context Engineering Studio take a plain-language goal, find the right assets, generate a semantic model and skills, and run evals against your real query history. Expected outputs compared to actual. Gaps traced to the exact missing definition.
04
Every agent, smarter than the last
Deploy your context layer to any agent platform via MCP, APIs, or native integrations. Every question answered feeds back. Every correction sharpens the shared context. The tenth agent is smarter than the first.



