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Begin with a controlled decision
Useful AI projects usually target a bounded task such as classifying incoming documents, suggesting a response or highlighting a sales-risk signal.
Keep humans in the workflow
Confidence thresholds, review queues and audit trails help teams use probabilistic outputs responsibly, especially around financial or customer-facing processes.
Measure operational impact
Evaluate time saved, exception rates, correction effort and decision quality. A compelling demonstration is not the same as a dependable production workflow.