Pragmatic AI Adoption: How Much AI Do We Actually Need?

Short summary

The question organizations should ask isn't 'How can we use AI?' but 'Should we use AI?' This article argues against forcing AI into problems already solved by deterministic rules, workflows, or simple tools. Strategic AI adoption means finding the minimum AI needed—sometimes that's zero—and avoiding complexity that outweighs benefits.

• •AI isn't needed for every problem; traditional solutions often suffice
• •Think AI adoption as a spectrum from manual to autonomous, not a binary choice
• •Consider operational costs: governance, security, monitoring, and model lifecycle management
• •Winning organizations use AI strategically where it adds value, not everywhere possible

Generated with AI, which can make mistakes.