B2B Sales Commission: Pay on Collected Margin, Not Contract Value
A large contract does not automatically deserve a large commission. Tie incentives to margin quality, delivery and collection without delaying the entire reward.
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AI Knowledge Freshness: Test Information Before It Goes Stale
An assistant can work as designed and still answer incorrectly because its source is old. Control ownership, effective dates, triggers and freshness tests.
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