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.
What happened
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.
Who it’s about
- MIT Technology Review
- Atlan
- Prukalpa Sankar
Source

MIT Technology Review
Creating AI value with enterprise context
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