Human Expertise.
Trusted Data. Better AI.
Survay provides domain-specialized experts who generate, evaluate, and validate training data for advanced AI models and agents — from healthcare and legal reasoning to finance and industrial workflows.
Trusted by teams building AI
Expert-quality human intelligence, at scale.
Whether you're training foundation models, fine-tuning AI agents, or benchmarking performance, Survay delivers the rigor enterprise AI demands.
- Expert-generated datasets
- Human evaluation & benchmarking
- Domain-specific annotation
- AI agent testing & validation
- Quality assurance reporting
- Custom workflows for enterprise needs
Our services
A complete data layer for modern AI teams.
Expert Data Generation
We recruit and manage professionals who create high-quality tasks, prompts, and solutions tailored to your AI training objectives.
Human Evaluation
Measure model performance with structured assessments conducted by domain experts.
AI Agent Testing
Stress-test AI agents in realistic business environments using expert-designed scenarios and evaluation frameworks.
Custom Dataset Creation
JSON, conversations, reasoning chains, structured labels, benchmarks, or proprietary workflows — we build exactly what you need.
Domains we cover
Real expertise across the industries that matter.
Legal
Contract analysis, legal reasoning, compliance tasks, case evaluation, document review.
Healthcare
Clinical workflows, medical reasoning, patient communication, healthcare documentation.
Finance
Investment research, accounting tasks, financial analysis, risk assessment.
Human Resources
Recruitment workflows, candidate evaluation, employee communication, policy review.
Industrial & Operations
Manufacturing processes, logistics, quality control, operational decision-making.
How it works
A workflow built for enterprise AI.
Define requirements
Tell us the data format, domain, and quality standards.
Assemble expert team
We select specialists relevant to your use case.
Generate & evaluate
Experts create tasks, score outputs, and document results.
Deliver production-ready data
Receive structured datasets, evaluation reports, and quality metrics.
Why Survay
Quality that survives production.
Domain expertise first
Unlike generic crowdsourcing platforms, our work is performed by professionals with real-world expertise.
Enterprise quality
Every dataset follows documented workflows, review processes, and quality controls.
Built for modern AI
Designed specifically for LLMs, reasoning models, AI agents, and enterprise AI systems.
Use cases
Where Survay data shows up.
- Training domain-specific AI agents
- Fine-tuning foundation models
- Reinforcement learning from human feedback
- Benchmark creation
- Safety and reliability evaluation
- Enterprise AI validation
Ready to improve your AI?
Get expert-generated training data tailored to your exact requirements.