Perspectives

What the Data
Actually Tells Us.

Analysis and perspectives from the field — on data quality, AI compliance, and the technical risks that move deal outcomes.

83%

of data migrations exceed budget or timeline

— Gartner

$12.9M

avg annual cost of poor data quality

— Gartner

Only 3%

of enterprise data meets basic quality standards

— Harvard Business Review

$4.45M

average cost of a single data breach

— IBM 2023

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