A gradual rollout helps your team observe actual use. Choose users whose work resembles the intended broader workflow.
Define the comparison
Use the same task requirements before and after rollout. Track correction effort and failed attempts. Different workloads should be analyzed separately.
Keep recovery available
Users need an existing or manual path when the AI result is unusable. Confirm that disabling the feature preserves accepted business data.
Decide the next scope
Review useful outcomes, errors and support demand. Ask the partner to document limits discovered in the cohort. A high adoption rate alone does not establish correct outputs or savings. Expand based on accepted work and the operational capacity to handle exceptions.
Related reading : AI summarization in a SaaS dashboard: show the reporting period. Discuss your project scope with Sky Vaults.