#TECH · LinkedIn original
Most companies treat AI governance like a final inspection. That is precisely what turns it into a brake.
Most companies treat AI governance like a final inspection. That is precisely what turns it into a brake.
New idea, new tool, new use case — and then the committee. Three weeks on hold until someone says ‘yes’.
Everyone knows the outcome: Business teams quietly carry on building. Shadow AI. Or they give up.
The thinking error is in the timing. Governance is bolted on at the end as a control. It belongs at the beginning — as infrastructure, not as another layer.
Software development solved this long ago. Nobody manually checks releases at the very end. The guardrails are built into the process.
That is exactly what AI needs: cross-functional release teams instead of approval hierarchies. Embedded compliance, not checks added afterwards. Approval as a pipeline, not a meeting.
At one industrial client, this redesign reduced approval time from 3 weeks to 2 days. Not a single assessment criterion was removed.
Governance then stops being a bottleneck. It becomes a speed advantage.
Does AI approval in your organisation run through a committee — or through a pipeline?
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