Product AI results and sessions became easier to integrate

Structured results and durable sessions make it easier to connect a governed AI capability to an existing product experience.

What changed

• Results can be returned in a structured form for the product interface.
• Session context persists across the workflow for clearer outcome review.
• The product keeps control of rendering, user experience, and action authority.

Why it matters

Teams can add an AI capability without handing over their product interface or decision authority.

Scope: A durable session is implementation evidence, not blanket approval for customer-facing or write-capable use cases.