It reveals that successful AI implementations are more a factor of alignment & relevance (than they are about having the latest AI models or even customized solutions).
Spot on about governing shadow AI. We just explored this exact tension in 'The Shadow AI Paradox: Productivity Up, Governance Down.' Your point about channeling this energy into approved use cases is the crucial solution.
Super interesting data!
Forty billion dollars to get basically nothing in return...
Very interesting report to be honest Miaβ¦
It reveals that successful AI implementations are more a factor of alignment & relevance (than they are about having the latest AI models or even customized solutions).
Spot on about governing shadow AI. We just explored this exact tension in 'The Shadow AI Paradox: Productivity Up, Governance Down.' Your point about channeling this energy into approved use cases is the crucial solution.
https://efficiencyplaybook.substack.com/p/playbook-deep-dive-oct-22-2025
Thatβs great @Sharique π―π―. I will definitely check this out.