AI is not a magic pill: real expectations
What AI can and cannot do for your operation. Setting real expectations before you spend a dollar on it.
AI is a lever, not a lottery ticket. It compounds work you already understand — it doesn't hand you judgment you don't have. The teams that win with it start by naming the one decision or task they want faster or cheaper, then check whether the model actually moved it.
Before you spend a dollar, write down the baseline: how long the task takes today, how often it's wrong, and what a good outcome looks like. If you can't measure the 'before', you'll never know whether the 'after' was the model or the hype.
Then say it to your team out loud: the first version will be mediocre, and that's fine. You're buying a faster loop, not a finished answer. Ship it into a real workflow, watch where it breaks, and let the failures tell you what to automate next.