Why agents that pass tests fail in production
Mercor CEO Adarsh Hiremath says enterprise AI agents that pass benchmarks often fail in production because teams measure outcomes rather than process, and because models can "cheat" on tests by recall…
Mercor CEO Adarsh Hiremath says enterprise AI agents that pass benchmarks often fail in production because teams measure outcomes rather than process, and because models can "cheat" on tests by recall…
XAI's Grok 4.5 ranked second on the Mercor APEX-SWE leaderboard with a 51.2% Pass@1 accuracy, trailing Anthropic's Claude Fable 5 at 65.5%. The benchmark tests real-world software engineering tasks, h…
Mercor, a three-year-old AI training marketplace run by a 23-year-old CEO, is in talks to raise at a $20 billion valuation, doubling its worth in nine months despite a recent data breach that cost it …
Mercor is acquiring Deeptune, a company that builds reinforcement learning environments for AI training, to combine Deeptune's software platform with Mercor's expert network for creating realistic tra…
AI data labeling startup Mercor is in talks to raise $500 million at a $20 billion valuation, which would make its three 23-year-old cofounders worth an estimated $4.3 billion each.…
AI training data startup Mercor is in early talks to raise new capital at a $20 billion valuation, double its October 2025 valuation, as co-founder Brendan Foody reports annualized revenue run rate ha…
Mercor, an AI recruiting and training-data unicorn valued at $10 billion, acquired Deeptune, a startup building simulated office software for AI agents, on July 9. Mercor CEO Brendan Foody had persona…
Mercor, an AI data startup founded by three college dropouts, reached $2 billion in annualized revenue in June 2025, doubling from $1 billion four months earlier. The company pays doctors, lawyers, an…
Mercor, a startup that supplies domain experts to train AI models, is in talks for a $20 billion valuation, doubling its worth from eight months ago. The company, founded in 2022 by three college drop…
Mercor, the $10 billion AI talent platform, acquired Deeptune, a startup building simulation environments for AI agent training, in a deal announced July 9. The acquisition signals growing investment …
AI unicorn Mercor, led by 23-year-old billionaire Brendan Foody, acquired Deeptune, an Andreessen Horowitz-backed startup that builds simulation environments for AI agents. Foody had invested in Deept…
Multiple AI startups, including Mercor, Anthropic, Sierra, Glean, and Gusto, are reporting accelerating revenue growth, reaching billion-dollar milestones in increasingly shorter timeframes. The compa…
VC Cafe's July 8, 2026 analysis argues that the next AI market layer will be a task economy built around expert judgment, workflow completion, and data labeling, with platforms like Mercor, Scale AI, …
Mercor, an AI labor marketplace founded by Brendan Foody, hit a $2 billion gross annualized revenue run rate in June 2026, doubling its pace earlier in the year. The growth comes as Amazon phases out …
Arena, the crowdsourced AI leaderboard that began as a UC Berkeley research project, has reached $100 million in annualized revenue eight months after launching its paid evaluation service. The platfo…
Arena, the AI leaderboard platform that originated as a UC Berkeley research project, has reached $100 million in annualized run-rate revenue just eight months after launching its commercial service. …
Mercor co-founder Brendan Foody publicly accused Sequoia Capital of using a 'dual-pricing' tactic in which the firm invests at two different valuations, allowing startups to announce a higher headline…
Stockholm-based startup Fika Jobs raised $4 million in pre-seed funding to build a video-first hiring platform where AI agents interview candidates and create short-form video profiles. The platform a…
AI progress is driven primarily by massive amounts of domain-specific human expert data and reinforcement learning, not by architectural breakthroughs, creating a data black hole that powers model cap…
Aitrainer.work, a job board for data annotation roles launched six months ago, has evolved into a hybrid platform with reviews, educational resources, and a talent pool, reaching 10k monthly visitors …