Last updated 08-11-2026
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Micro1
Micro1 runs a data lab that supplies expert human demonstrations, RL training environments, and contextual evaluations for frontier AI models and production agents. Its Realm product builds real-world scenarios for legal, pathology, and financial reasoning benchmarks, while Cortex monitors and improves agent performance after deployment. Robotics teams tap Micro1 for high-fidelity embodied data, and the expert network feeds labeled tasks back into model training pipelines.
Hiring-focused vetting platforms test candidates once, but Micro1 sells ongoing evaluation infrastructure for labs shipping agentic products. Realm publishes public leaderboards comparing Claude, Kimi, and other frontier models on domain-specific tasks, which generic benchmark suites rarely cover. The trade-off is access: pricing is quote-based through sales forms rather than self-serve dashboards, so it targets AI labs and enterprises, not individual developers running a single coding screen.
AI research teams use Micro1 Realm benchmarks to stress-test legal and clinical reasoning. Production engineering groups adopt Cortex to watch how agents behave on live workflows. Robotics and government partners source expert-labeled data when synthetic datasets fail to capture real-world edge cases.
Realm builds RL environments and publishes legal, pathology, and financial reasoning benchmarks for frontier models
Cortex provides contextual evaluation to improve AI agent performance in production workflows
Robotics division delivers expert-demonstrated real-world data for embodied AI training
Public Realm leaderboards compare models such as Claude Opus and Kimi K3 on domain tasks
Expert network lets specialists contribute human data through micro1.ai/experts opportunities
Data partnership and government programs support large-scale custom dataset collection
Combines human expert data, RL environments, and production agent evaluation in one research lab.
Public Realm benchmarks cover specialized domains like legal and pathology reasoning.
Expert network scales labeled data collection beyond synthetic-only datasets.
Cortex targets post-deployment agent improvement, not just pre-release testing.
Robotics and government partnership tracks support embodied AI use cases.
No self-serve pricing or instant signup; enterprise deals require a sales conversation.
Public site focuses on AI labs and partners, not individual developer hiring workflows.
Benchmark access and custom environments depend on partnership scope rather than a fixed SaaS tier.
What is Micro1?
Micro1 is a data research company that builds infrastructure for training and evaluating frontier AI models. Micro1 products include Realm RL environments, Cortex agent evaluation, and robotics datasets backed by an expert human data network.
What is Micro1 Realm?
Micro1 Realm creates RL environments that mirror real-world scenarios to generate human data for agentic actions and model reasoning. Micro1 publishes Realm benchmarks for legal, pathology-report, and financial reasoning with public model leaderboards.
What does Micro1 Cortex do?
Micro1 Cortex is a contextual evaluation platform for improving AI agent performance in production. Micro1 Cortex gives teams visibility into how agents behave on live workflows so they can iterate beyond offline benchmark scores.
How do I work with Micro1 as an expert?
Experts apply through the Micro1 opportunities page at micro1.ai/experts rather than the enterprise contact form. Micro1 routes qualified specialists into paid data and evaluation tasks that feed Realm, Cortex, and robotics programs.
Does Micro1 publish AI benchmarks?
Yes, Micro1 publishes Realm benchmarks that score frontier models on legal reasoning, pathology-report extraction, and spreadsheet-grounded finance tasks. Micro1 leaderboards list top performers such as Claude Opus and Kimi K3 with percentage scores on each benchmark.
How do I contact Micro1 for partnerships?
Companies submit project details through the Get in touch form on micro1.ai or email [email protected] for help with existing applications. Micro1 also offers dedicated data partnership and government pages for large-scale dataset collaborations.