AI Applications

Your AI app.Better input.

Build your copilot on a governed context path. The Engine connects permitted business data, applies content and budget rules and returns context or an authorized execution result to your application.

Permitted sourcesLeanCTX in your appYour model

A workflow to try

A user asks your product copilot how a feature works.

Starting material
The user’s question and permitted product documentation.
What you work toward
Useful context for a model call your application controls.

Authorize

Resolve access first.

Authenticate the user in your application and bind the Engine request to the corresponding identity and project. Enterprise policy enforces source permissions and tenant scope at the Engine boundary.

Your responsibility
Business identity and the product experience; Engine policy enforces the authorized request scope.
Integration point
A documented SDK source or tool call with explicit scope.

Prepare

Prepare the model input.

Choose context-only integration or governed execution. Prepare the relevant material and, when execution goes through the Engine, apply permitted model routes, budgets and bounded fallbacks.

LeanCTX provides
Prepared context and operation-specific metadata.
Your host chooses
The product prompt and request; governed execution restricts model choice to permitted routes.

Evaluate

Test the user’s result.

Record available token measurements and the host outcome. Test answer quality against your product requirements, then confirm commercial rights before release.

Before rollout
Test allowed, refused and unavailable-source paths.
Commercial use
Confirm SDK production and distribution rights for your product.

What good looks like

Check the complete request path.

Follow the request from identity and selected sources to its result and recorded cost. Your app owns the experience; LeanCTX supplies the context, control and evidence underneath.

Resolve access

Is source access resolved before context preparation?

Own the response

Does the application handle refusal and protocol failure?

Verify the answer

Can you evaluate the answer against the selected sources?

Keep in scope

Connect the SDK to the Engine you operate locally or as an Enterprise service. Your application defines its business logic; Engine capabilities follow the negotiated interface and request policy.

Another way to use LeanCTX

Teams & Agents

Give the next person or agent a focused task, useful findings and a clear owner.

Start with LeanCTX

Make context part of your product.

Useful context for a model call your application controls.

Local-first. Model-agnostic. Your context.