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Featured deep dive · The Signal Filter

Signal vs Noise: Why 90% of Enterprise Agentic AI Pilots Fail to Reach Production in 2026

Compounding error, latency, token creep and context rot sink most agentic pilots; bounded workflows, scoped contexts and human checkpoints are what reach production.

Venture Signal Desk · 27 October 2026 · 11 min read · Signal strength 4 of 5

30-second executive summary
  • The 90 per cent headline is a desk synthesis of MIT NANDA's no-P&L-impact finding, Gartner's cancellation forecast and practitioner reporting, and each measures something different.
  • Reliability compounds: ten steps at 95 per cent each give roughly 60 per cent end-to-end success, so every extra autonomous step cuts reliability.
  • Accumulating transcripts makes token cost grow roughly quadratically and pushes models into the long-context regime where accuracy degrades.
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Signal vs Noise

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