
By Chris Peel, CEO InoGen AI UK
Published on 25 Mar 2026
GenAI spend trap #6 | deeper-dive: hidden operations drains
By Chris Peel, InoGen AI UK CEO
In our previous articles on the 6 GenAI spend traps, we've covered model routing, hybrid pipelines, pilot overload, output quality driving rework, and duplicate AI tooling.
This article focuses on Spend Trap #6: hidden operations drains.
This is a collection of individually small inefficiencies: bloated token counts, runaway agent loops, generous retry logic, compute sitting idle at 3am, and cost attribution so vague that nobody can say which workflow is responsible for which portion of the bill.
At enterprise scale, they combine into something far less dismissible.
Tags
GenAI
Cost Optimisation
Operations
Observability