AI Budgeting: Capital vs. Operating Expenditure

The data quality problem is perennial and under-addressed. Organizations that would never make a strategic decision based on a bad spreadsheet routinely feed bad data into AI systems and expect good outputs. The principle is the same. The scale is different. The...

Measuring Time to Competency with AI Tools

The ROI conversation for AI is fundamentally different from traditional technology ROI because the value creation mechanism is different. Traditional software automates tasks. AI augments judgment. You can measure task automation in hours saved. Measuring judgment...

The Quarterly Business Review in the AI Era

Most organizations overestimate their AI readiness. They have data, but not the right data. They have technical talent, but not enough of it. They have executive sponsorship, but not sustained executive attention. The gap between readiness assessment and readiness...