SuanNi
SuanNi
Mar 13, 2026 · Artificial Intelligence

Why Enterprise Data Agents Fail: The Critical Role of Context Layers

A MIT report shows that 95% of generative AI pilots flop because data agents lack proper business context, and this article breaks down the underlying reasons, benchmark results, and a five‑step roadmap for building a dynamic context layer to bridge the gap.

BIRD BenchGenerative AISpider 2.0
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Why Enterprise Data Agents Fail: The Critical Role of Context Layers