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AI agents in production succeed 56.6 percent of the time across 4.5 million runs, with 46 percent of POCs reaching production, 14 percent scaling, 5 percent showing P&L impact

AI Agents in Production Succeed 56.6% of the Time

The 2026 agent numbers look contradictory: 46% of POCs reach production, 14% scale, 5% show P&L impact, and telemetry says deployed agents succeed 56.6% of tasks. They measure four different gates of one funnel. Here is the reconciliation and the habits of the minority that scales.
Luiz Neto 15 Jul 2026

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