Halluminate is a provider of realistic sandboxes and datasets designed to help model labs and enterprises train and evaluate frontier computer and browser use agents. Halluminate enables organizations to test, benchmark, and improve the performance of advanced AI agents in lifelike digital environments.
What Products and Services Does Halluminate Offer?
Halluminate's core offerings include:
- Evaluation Services: These services deliver high-quality error analysis for AI agents, managed by Halluminate's core research team and supported by expert annotators. This helps organizations diagnose and improve the behavior of their AI models during development and deployment.
- Datasets: Halluminate provides proprietary and open-source datasets that enable the measurement and benchmarking of agent performance on a wide array of real-world tasks. These datasets support both internal evaluation and industry-standard comparisons.
- Environments: The company offers access to realistic sandboxes that replicate enterprise software, all hosted on fully managed infrastructure. This allows customers to safely train and test agents in complex, enterprise-grade environments without compromising production systems.
- Web Bench: A flagship benchmark, Web Bench assesses browser agents against approximately 5,750 realistic tasks spread across more than 500 real-world websites. Notably, Halluminate has open-sourced about 2,454 tasks across 452 sites in partnership with Skyvern, providing the industry with accessible, rigorous evaluation tools.
Who Uses Halluminate?
Halluminate primarily serves model labs, AI research organizations, and enterprises developing advanced computer and browser agents. Notable clients include Athena Intelligence and Amplitech AI, who leverage Halluminate's sandboxes and benchmarks to enhance the reliability and capability of their AI systems.
What Makes Halluminate Distinct?
Halluminate stands out through its commitment to realism and scale in evaluation environments. By providing managed sandboxes that mirror actual enterprise software and launching comprehensive benchmarks like Web Bench, Halluminate enables organizations to test AI agents in conditions that closely resemble real-world use cases. Their open-source initiatives also foster community contribution and transparency in agent evaluation.
Who Is Behind Halluminate?
Halluminate's research and product development is led by authors Suchintan Singh, Shuchang Zheng, Wyatt Marshall, and Jerry Wu, with additional contributions from Zeel Thakker and Maden Herve. The company is headquartered in San Francisco, California.
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