9/18/2025
Practical AI, not hype: where AI actually drives decisions and efficiency
A pragmatic lens on embedding AI into workflows that matter.
aiautomationproductivity
Decisions first, models second
Start from the business decision or workflow. Choose the minimum viable model and fit-for-purpose data to improve it.
Human-in-the-loop where it counts
Use AI to narrow options, draft, and summarize; keep humans as the final arbiters for risk, brand, and exceptions.
Measure the lift
Track cycle time, error rates, and decision quality deltas. If it doesn't move a metric, it's an experiment—not a deployment.