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Are AI Agents Workplace-Ready? A New Benchmark Questions Their Preparedness

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Unlocking the Future of Knowledge Work: Are AI Models Ready?

Two years after Satya Nadella’s prediction that AI would revolutionize knowledge work, we’re still waiting for transformative change. Yet, new research from Mercor on AI’s performance in real-world white-collar tasks reveals a compelling mystery.

Key Insights:

  • APEX-Agents Benchmark: This new test challenges AI models on actual consulting, investment banking, and legal scenarios.
  • Striking Results: Most leading models scored under 25% accuracy when answering complex queries, demonstrating a significant gap in multi-domain reasoning capabilities.
  • Real-World Environment: The benchmark replicates how professionals operate, highlighting the intricacies AI still struggles to navigate.

Mercor’s CEO, Brendan Foody, emphasizes that while progress is evident—models like Gemini 3 Flash and GPT-5.2 lead the pack—there’s much ground to cover.

Join the conversation: How do you see AI evolving in knowledge work? Share your thoughts and insights!

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