Deciding When an AI Pilot Is Ready to Scale
A fictional retailer’s pilot shows a 40.5 percent time saving. Corrected for case mix, audited for harmful errors, and priced per case, it supports a gated redesign, not company-wide use.
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Leading AI-Assisted Engineering Adoption
AI coding tools make writing code cheaper but leave verification costs in place. A worked review-capacity example, rollout stages, skill risks, and delivery measures show how a leader can decide when to expand.
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Redesigning Work Before Automating It with AI
A fictional distributor’s AI proposal would have sped up the part of a credit process that was already fast. Analyzing tasks, decisions, and handoffs moved the investment elsewhere.