Harness Survey Estimates 26% of AI Spending Is Wasted

Let's Data Science – AI Governance(Multi) 30 Jul 2026 48

Cost governance blind spots identified here mirror risks APS agencies face as AI spending grows across Commonwealth entities - accountability, ownership, and value attribution are live governance questions.

  • Vendor-sponsored survey of 700 enterprise practitioners estimates 26% of AI spending is wasted due to governance gaps.
  • 52% lacked a clear AI-cost owner and only 20% could diagnose a doubled bill within hours - visibility and accountability gaps common in large organisations.
  • Evidence is self-reported and vendor-commissioned; findings are indicative benchmarks, not audited financial data.
  • Consider APS agencies building or expanding AI investment profiles could consider whether their own cost governance arrangements address ownership clarity, anomaly detection speed, and value attribution at the workload level.
  • Monitor FinOps, procurement, and AI strategy teams may want to monitor whether similar enterprise patterns are surfacing in APS AI spending as central agreements and departmental AI deployments scale.

Implications are AI-generated. Starting points, not advice — see methodology for how they're framed.

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