AI Is an Operating Decision, Not a Technology One
The companies getting real returns from AI are not the ones with the biggest models. They are the ones who redesigned a workflow around it.
Trinogl TeamJuly 26, 20264 min read
Start with the bottleneck, not the tool
Every operator we work with has the same question: where does AI actually pay for itself? The answer is never "everywhere." It is one workflow, measured honestly.
A simple test
Pick a process that is high-volume, rules-heavy, and currently done by a person reading text. Quoting. Intake. Claims triage. Support routing. Those are where the first wins live.
Ship in weeks, not quarters
- Instrument the current process so you know the baseline.
- Automate one step end to end.
- Keep a human reviewing outputs until the error rate is boring.
- Then widen the scope.
Technology projects fail on adoption far more often than on capability.
The portfolio companies seeing the strongest returns treat AI as an operating change with a technology component — never the reverse.