
Free Lesson
AI ROI Triage: Scale, Redesign, or Stop
45 min
Nov 9, 2026 12:00 PM
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What you'll learn
Find the Cost of AI Workflows
Go beyond tokens and licenses to identify the people, QA, infrastructure, and operating costs behind AI Development
Measure Value Per Business Outcome
Connect AI output to revenue, capacity, quality, and risk. Then develop an investment comparison scorecard.
Decide What to Scale, Redesign, or Stop
Make a defensible recommendation for your AI portfolio
Why this topic matters
Companies are adopting AI. Yet pilots that consume budget without proving results are rampant. If you lead Product, Engineering, Data, or AI, you need a defensible ROI process for when the CFO asks what the company is getting back. In 30 minutes, we'll triage an AI initiative using cost per business outcome, business impact, and risk. You'll leave with a decision framework to apply to your own portfolio.







