Manager pointing at whiteboard with Q3 objectives while team listens and takes notes

Don’t Run the Numbers Until You Know Why

This piece matters to IT leaders because it challenges the habit of using analytics, AI and portfolio tools before agreeing the business purpose. It reframes decision-making as a governance and operating-model issue, not just a modelling exercise, with direct implications for funding, accountability and technology investment.

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Scale balancing individual responsibility and algorithmic accountability with human and robot sides

The hidden risk in scaling AI: Decision drift

As AI moves from recommendations to routine action, the hidden risk is not model accuracy alone but decision drift: different teams applying different thresholds, overrides and escalation rules. For CIOs and transformation leaders, the issue is governance, accountability and operational consistency at scale.

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