AI Investment Committees Are Learning to Ask About the Second Year, Not Just the First
Early AI investment evaluation focused heavily on first-year pilot results. More disciplined committees now model out the following years.
Early AI investment evaluation focused heavily on first-year pilot results. More disciplined committees now model out the following years.
Different departments within the same company adopt AI at very different rates. Company-wide adoption statistics flatten that variation.
The technical deployment of an AI system is often the easiest phase of a transformation initiative. The organizational change afterward…
A strategy with no single accountable owner for each initiative tends to survive on paper long after it's stopped working…
"AI ROI" gets cited constantly in business coverage. Ask five companies how they calculate it and you'll get five different…
National-level debates about AI and jobs obscure how differently the impact is actually landing across specific roles and companies.
Companies are increasingly hiring dedicated AI leadership rather than folding responsibility into an existing technical executive's mandate.
Different market research firms produce meaningfully different AI market size estimates using different methodologies. Few readers check which.
A meaningful share of enterprise AI investment is defensive spending driven by competitor activity rather than a clear internal business…
Survey-reported adoption numbers count a company as an 'adopter' at a much lower bar than most employees would recognize as…