AI Attic Overflow Threatens Corporate Governance
A fruit bowl in a small apartment often holds items that have no other place to go: a single battery, a handful of screws from an unfinished project, loyalty cards from stores that are rarely visited. The rule that governs the bowl is simple—items remain until the bowl overflows, then the cycle starts again. That tiny system creates a kind of clutter that never truly disappears.
The same principle operates in the world of artificial-intelligence governance across many large organisations, only the bowl is digital. Unchecked experiments, half-finished tools, and redundant models accumulate in a shared repository that lacks formal oversight. Banks and technology firms alike publicise their AI prowess, yet beneath those headlines a different picture emerges. Workarounds multiply because quick fixes bypass approval processes, and hundreds of iterations of a single idea replace what could have been one polished solution. Governance, in many cases, trails far behind creation.
All of those things are also in your AI attic. As the author puts it, “all of the things you built and then realised you can build them better…All of those things are also in your AI attic.Are you telling me they are properly understood, governed and sunsetted when app”.
When code production is low-effort and time is not a problem, scarce resources are lifted from the filtering mechanism, and people often build things with zero repeatability because they solve a problem right now and plan to solve it better next time. Workarounds and one-off solutions become familiar across organisations, and the mindset shifts to “you build, you move on, you build better.” Measuring effectiveness across the AI estate can even reveal that the top scorer is a technical writer, indicating that the wrong metrics are being used.
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Complexity is not your friend. Unsupervised technical estates increase operating risk and vulnerabilities, and the cost of maintaining a sprawling AI attic can soar. There is no such thing as “free” in life; the bill always comes due, and without clear expectations at the outset you may be surprised by the final price tag. Focus, therefore, becomes a feature, not a bug, and anything that is unlikely to be used again should be retired rather than left to clutter the digital basement.
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About the AuthorResident Thought Provocateur, FinTech FuturesLeda Glyptis is FinTech Futures’ resident thought provocateur; she leads, writes on, lives and breathes transformation and digital disruption. She is a recovering banker and long-term resident of the banking ecosystem.
