Where Should We Use AI First? — AI Opportunity Mapping for Manufacturers

A short research process that helps teams map processes, data readiness, and business impact to prioritize safe, high-value AI pilots.

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Research Project

AI Pilot Prioritization & Evaluation Rubric

A practical, scored rubric teams can use to prioritize AI pilot opportunities by business value, data readiness, integration effort, human factors, regulatory risk, and runway-to-value. Includes a weighted scoring sheet, decision rules (go/refine/no-go), an example, and pragmatic next steps for safe, high-value pilots.

Research Project

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Workshop Template

AI Opportunity Heatmap Workshop Template

A practical, facilitator-ready workshop template to help manufacturing teams map processes, assess data readiness, estimate benefits, score feasibility and risk, and produce a prioritized, owner-assigned backlog of safe, high-value AI pilot candidates.

Workshop Template

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