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AI Progress Claims Need Governance, Not Just Dashboards

Todd Bernson, Chief AI Officer at BSC Analytics, argues that AI systems can easily generate progress claims, but true assurance requires robust governance. He distinguishes between a 'claim' (e.g., an AI stating 87% completion) and 'proof,' which necessitates evidence of activity, acceptance, outcome, and independent assurance. Bernson emphasizes that the final 10% of AI transformation work, involving exception handling and validation, is crucial for demonstrating value and that organizations must be willing to state when a result is not proven, rather than relying on dashboards that may obscure critical questions. AI

IMPACT Highlights the need for robust governance and evidence-based assurance in AI deployments, moving beyond simple progress claims.

RANK_REASON Opinion piece by an industry executive on AI governance and assurance.

Read on Forbes — Innovation →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

AI Progress Claims Need Governance, Not Just Dashboards

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4 / 100
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Commentary
Opinion piece by an industry executive on AI governance and assurance.
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opinion, policy
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High
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Breaking (< 6h)
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COVERAGE [1]

  1. Forbes — Innovation TIER_1 English(EN) · Todd Bernson, Forbes Councils Member ·

    'Done' Is A Claim. 'Proven' Is A Standard

    AI systems are rewarded for answering, but governance means being willing to withhold the answer.