Everpure pivots to data governance as AI's real constraint

Everpure's shift from selling hardware infrastructure to selling data management reveals where enterprise AI ROI actually breaks down: not in model capability or processing power, but in messy, undifferentiated data practices that make models unusable at scale. Databricks emphasizes data quality, and major cloud vendors are bundling governance tools. The next round of AI winners will be those who solve the unglamorous work of making data legible to algorithms, not those who ship faster chips or bigger models.