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AI Initiatives Struggle Without Trusted Data and Metrics

10/1/2025

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Summary

Story summary

Many AI initiatives fail without trusted data and clear value metrics.
Executives struggle to link AI projects to commercial outcomes like revenue growth and efficiency.
Even with substantial data analytics and AI investments, many firms cannot demonstrate return on investment.
The focus is shifting from AI spending to delivering measurable business value, underpinned by data quality and governance.

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Story summary

Many AI initiatives fail without trusted data and clear value metrics.
Executives struggle to link AI projects to commercial outcomes like revenue growth and efficiency.
Even with substantial data analytics and AI investments, many firms cannot demonstrate return on investment.
The focus is shifting from AI spending to delivering measurable business value, underpinned by data quality and governance.