Commit to running a small but real AI output audit within two days.
Run a ten-example AI output audit on a live workflow within the next two days. Use a decision frame first, preserve the trace, tag failures by type and likely layer, then write a bounded recommendation for expand, constrain, or escalate. I will audit [workflow] by reviewing [sample size] outputs from [time window]. My decision question is: [decision]. I will tag each item by [failure type], [likely layer], and [risk level]. My recommendation boundary will be: [where to use it], [where to constrain it], and [where human review stays required]. Audit ten customer-support answers in a policy or billing workflow before…
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