Question

A Business Solutions Architect is designing the testing process for a Copilot Studio agent that will be validated across Dynamics 365 Sales and Customer Service in a pre-production environment. The team wants repeatable end-to-end test runs, but they are concerned that tests are producing inconsistent results because agent responses vary depending on the state of transactional records (open cases, active opportunities) that testers modify manually between runs. What should the architect recommend to make the end-to-end test results reliable and reproducible?

Accepted Answer

Establish a managed, versioned test data set that is deterministically seeded and reset before each end-to-end test run so grounding records are in a known state.

Answer

Increase the temperature setting on the agent's generative model so responses are more consistent across runs.

Answer

Run the end-to-end tests directly in the production environment where the transactional data is authoritative and complete.

Answer

Disable grounding on Dynamics 365 data during testing so responses depend only on the model's built-in knowledge.