Average pay: $79/hr/10,000+ evaluations
Built first for the legal, regulatory, and enterprise reality of developing markets - where frontier AI models break fastest.
- Astrophysics
- Quantum field theory
- Condensed matter
- Distributed systems
- Regulatory law
- Quantitative finance
- Clinical medicine
- Applied mathematics
- Fluid dynamics
- Defense
- Statistical mechanics
- Public policy
Models don't fail because they lack data. They fail because they lack judgment.
Vedron works with closed-door networks of practising operators, lawyers, and domain specialists - communities that traditional human-intelligence labs and crowdsourcing platforms simply don't reach. We convert that privileged judgment into structured signals that allow AI systems to reason, decide, and perform reliably at scale.
- experts in exclusive relationships
- evaluations delivered
- average expert pay
Problems frontier models still get wrong
Every task is written by a domain expert, solved end to end, and kept only if today's strongest reasoning models fail it. Pick one and run it.
The gravitational-wave budget of a wobbling magnetar
Physics, astrophysics & cosmology
Abridged. Each full problem runs to several pages, with a worked solution and the model transcript.
Assurance, not assumptions.
Vedron provides expert-verified human intelligence for environments where written rules diverge from real-world practice - complex regulation, fragmented documentation, multilingual workflows, and discretionary enforcement.
Book a demo- 1
Collect signals
Experts write the hard cases your model will meet in the field.
- 2
Evaluate
Every case is solved end to end and scored against a worked answer.
- 3
Red team
Specialists probe for the failure modes benchmarks miss.
- 4
Gate CI/CD
Releases ship only when the expert suite passes.
- 5
Monitor in prod
Live behaviour is sampled and re-scored as rules change.
For experts
Turn your judgment into the signal models learn from
Join elite practitioners shaping the frontier of AI. Contribute across finance, law, science, math, and engineering - anonymised by default.
For AI teams
Find where your model breaks
Private, model-agnostic evaluations built by the people who do the work - before your users or your regulator find the gaps.
Expertise across critical sectors
India is Vedron's proving ground. The same structural gaps exist across Southeast Asia, MENA, and Sub-Saharan Africa - and the platform is built to scale across emerging markets.
Government & Defense
Secure AI evaluation for classified systems and defense applications
Financial Services
Risk assessment and compliance evaluation for banking and fintech
Healthcare & Life Sciences
Medical AI validation with regulatory compliance and safety standards
Legal & Compliance
Legal document analysis and regulatory compliance verification
Technology & SaaS
AI product evaluation and performance benchmarking for tech companies
Research & Academia
Academic research validation and peer review processes
Ready to transform your AI evaluation?
Join thousands of evaluators and leading enterprises building the future of AI.