Making the case for context-aware AI

Enterprise AI scaling depends less on model power than on operational context layers connecting agents to real business processes.

• Decision intelligence framing: Devavrat Shah argues AI's biggest enterprise value comes from aiding 'decision intelligence'—augmenting or automating atomic tasks within strategic and operational decision processes.
• Context prevents costly errors: Without operational context, even powerful frontier models either burn excessive compute reasoning from scratch or miss constraints, causing mistakes that in enterprise settings can be financially severe.

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