Worth Knowing

Creating AI value with enterprise context

The survey highlights the persistent gap between frontier model capabilities and practical enterprise ROI, pointing to business context integration as a primary bottleneck for AI agent adoption.

An MIT Technology Review Insights poll finds that although all surveyed organizations use AI, only 16% are achieving transformative value and just 12% have deployed AI agents in production. The report suggests that businesses struggle to get returns on AI investments because their systems lack an architectural context layer to translate enterprise data into usable context for AI models.

  • MIT Technology Review
  • Atlan
  • Prukalpa Sankar
  1. MIT Technology Review

    Creating AI value with enterprise context

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