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Frontier LLMs Score Under 50% on Enterprise IT Agentic Benchmark
May 27, 2026
ITBench-AA, a new benchmark from Artificial Analysis and IBM, shows frontier models scoring below 50% on agentic enterprise IT tasks, establishing a concrete capability ceiling for current models in real-world IT automation.
HOW THIS AFFECTS YOU
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builderBefore deploying LLM agents for enterprise IT automation, benchmark your stack against ITBench-AA — current frontier models fail more than half the tasks.
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researcherProvides a new evaluation framework for agentic IT task performance, with sub-50% scores revealing a measurable gap between current frontier models and enterprise-grade reliability.
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founderThe sub-50% performance ceiling signals enterprise IT automation is still an open problem, representing a real product opportunity rather than a solved space.