Fast turnaround.
Rapid cycles of training data and evaluations.
The real world is AI’s next frontier.
We simulate
the real world
for AI.
Talent. Tools. Tasks.
We build expert data, RL environments, and evaluations for AI labs and enterprise teams.
Training · Evaluation · Domain Experts · RL
Advisors &
investors from
MetaDeepMindOpenAIMicrosoftGoogle
01 / Capabilities for frontier and domain models
Human intelligence
for Frontier AI.
US-based subject matter experts and real-world workflows for the capabilities your models need.
Capability 01 / 04
Training data
High-quality tasks for reasoning, instruction following, computer use, and professional knowledge. Experts write examples, compare responses, and explain their judgments.
Expert demonstrations and human feedback
02 / Reinforcement learning environments
RL environments.
Real-world tasks.
Give agents a task, the tools to complete it, and a way to check the result. We build environments around APIs, MCP servers, developer tools, and simulated real-world workflows.
Explore RL environmentsEnvironment / state space Agent trajectory
01 Initial state
02 Available actions
03 The learning system
From human expertise
to model capability.
Connect expert knowledge, high-quality training data, and evaluations. Rapid feedback cycles help your models learn faster and safer.
- 01
Define the capability
Set the use case, domain, and quality criteria your model needs to meet.
- 02
Build training data
Create expert demonstrations, preference data, and context-aware workflows.
- 03
Evaluate performance
Find failure modes with custom evaluations, human oversight, and verifiers.
- 04
Improve, then repeat
Use feedback and model-ready outputs to guide the next training cycle.
04 Built with human judgment
Expertise
at the core.
Our domain experts bring context to training, evaluation, and Frontier AI. They know the decisions, constraints, and exceptions that matter in their fields.
US professionals. Deep domain knowledge.
Human oversight.
Experts create tasks, review outputs, and explain what needs to change.
Model-ready outputs.
Tasks, reference material, rubrics, and feedback in the format your team needs.
The right experts for the work.
Automated talent engine.
Automated sourcing, vetting, matching, and interview scheduling for elite talent. Built to handle hiring spikes and sustained velocity.
- 01
Source
Find specialists by their skills, professional background, and availability.
- 02
Vet
Assess domain knowledge through interviews and trial tasks.
- 03
Match
Match approved experts to the project’s domain and requirements.
- 04
Schedule
Coordinate interviews, onboarding, and project schedules.
05 / Work with Rise Data Labs
