Data quality is the #1 barrier to enterprise AI, accounting for 70% of success

kashifmanzoor · x · 2026-08-21

The author emphasizes that data quality is the top barrier to enterprise AI adoption, with only 7% of companies considering their data AI-ready. Most strategy decks prioritize models and platforms over data. Since AI scales bad data confidently, and data accounts for 70% of success versus 10% for the model, strategies must start with data foundations.

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