TOPIC · AI TRANSFORMATION
AI Measurement and ROI
AI ROI fails when every saved minute is treated like cash. This shelf focuses on measurable workflow value and honest payback assumptions.
WHO THIS IS FOR
The seat at the table this shelf serves.
Owners, CFOs, COOs, and functional leaders who need to prove whether AI work paid back.
TOPIC
3 briefs in ai measurement and roi.
Field notes grouped by the operating constraint they address.
BRIEF · 6 MIN
How Much Does AI Consulting Cost for a Small Business?
AI consulting cost ranges for small businesses, including audits, roadmaps, implementation sprints, governance work, and ongoing AI operating support.
BRIEF · 6 MIN
What Makes an AI Project Worth Doing? A Use-Case Scoring Model
A use-case scoring model for AI projects, balancing business value, feasibility, risk, data readiness, adoption effort, and measurement clarity.
BRIEF · 6 MIN
How to Measure AI ROI Without Making Fake Savings Claims
How to measure AI ROI using time savings, cycle-time reduction, quality lift, revenue response, cost avoidance, adoption, and risk reduction without fake savings math.