Human JudgmentInfrastructure
In the AI era, the value of execution approaches zero.
We answer the questions AI cannot.
What is Judgment Infrastructure
AI takes over execution, humans retain judgment. In model training, we help clients define what data makes models better
- Client defines standards, annotators execute
- Focus on data volume and delivery speed
- Annotators are replaceable executors
- Deliver labeled datasets
- Experts and clients co-define quality standards
- Focus on judgment quality and methodology
- Experts are irreplaceable judges
- Deliver data, evaluation standards, improvement methods
From model training to industry deployment, judgment nodes need infrastructure support
Four-tier Judgment Services
From data production to preference alignment to capability boundaries to systematic evaluation — covering the entire AI training pipeline
General labeling, multilingual, domain knowledge data
RLHF data, reasoning chains, hallucination detection
HLE, ARC-AGI and other frontier evaluation data
Agent evaluation, benchmark construction, third-party audit
Human Judgment Valuation Framework
Human Judgment Valuation Framework
A comprehensive model considering contribution quality, time decay, domain scarcity, and task complexity
Why Different
Not data labeling outsourcing, but judgment infrastructure. Today serving model training, tomorrow serving AI deployment across industries
HLE, ARC-AGI, research-grade labeling for high-difficulty tasks
10,000+ domain experts across 40+ professional fields
Co-building evaluation standards, defining rubrics, participating in model training
130 MCP endpoints, from intelligence to production to QA
AntGather Community
Your Judgment Is Irreplaceable
10,000+ people are earning through their judgment
Your judgment is making AI better
ChatGPT
Doubao
ERNIE Bot
Qwen
Llama
Midjourney
Open Source Toolchain
8 projects, 130 MCP endpoints, fully open source
Latest Intelligence
Competitive intelligence for training data, auto-generated by AI Dataset Radar
