Where AI actually pays off in operations (and where it doesn't)
Every second conversation I have these days starts with "we should add AI to this." Sometimes the answer is yes. More often, the honest answer is: you don't have an AI problem, you have a process problem - and AI will just help you do the wrong thing faster.
After ten years of building automation for ecommerce, HR and back-office operations, here's the mental model I use.
The quadrant that matters
Score any candidate process on two axes: volume (how often it happens) and judgment cost (how expensive a wrong decision is).
- High volume, low judgment cost - this is AI territory. Ticket triage, invoice matching, product data enrichment, order anomaly flagging. A 95% accurate model with a human fallback beats a human doing it 100% of the time, every time.
- High volume, high judgment cost - automate the preparation, keep the human decision. AI assembles the context, drafts the answer, highlights the risk; a person clicks approve.
- Low volume, low judgment cost - don't bother. The integration will cost more than it saves. A checklist is fine.
- Low volume, high judgment cost - this is where experienced people earn their salary. Leave it alone.
What actually breaks AI projects
It's almost never the model. It's:
- No ground truth. If nobody can tell you what a "correct" output looks like, the model can't either.
- Undocumented process. If the process lives in three people's heads and disagrees between them, you'll automate the disagreement.
- No fallback path. The 5% of cases the model gets wrong need somewhere to go. If that path doesn't exist, the 5% becomes support tickets and refunds.
Automate the boring, prepare the important, and never let a model make a decision nobody is accountable for.
Where I'd start in 2026
If you run an operations-heavy business and want one place to start: take your highest-volume manual workflow, write down what "done correctly" means, and measure how much time it eats per month. If it's more than one full-time salary and the failure cost is low - that's your pilot. Everything else can wait.