A team’s open AI tool culture is creating duplication and weak data governance

Unlikely-Log-9446 · reddit · 2026-07-24

A department has let almost anyone build AI tools, scripts, and dashboards for their own workflow, which boosted adoption but also created duplication, weak visibility, and unclear data lineage.

The author is looking for lightweight governance: a basic registry and minimal documentation around where tools read and write data, without turning the process into a heavy approval workflow.

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