Finance
Can models make sound financial decisions as markets change?
Models learn from experience.
Kimpton runs models inside environments and records the resulting trajectories for evaluation and training.
Model
Environment
Trajectories
Kimpton
Trainer
New model
The new model returns to the environment.
We make it easy for you to evaluate models and agents
EvalRouter
Run benchmarks and environments across providers through a CLI or API. Choose a model route or connect your own OpenAI-compatible chat endpoint.
Select a versioned evaluation and review compatibility and cost before running. Export scores and reports as JSON, CSV, or HTML.
Read the EvalRouter docsKoliseum
We build private environments and benchmarks to evaluate your models. Define the task and scoring, then compare checkpoints using outcomes and recorded trajectories.
Long-horizon tasks
Measure planning, memory, and recovery across extended action sequences.
Multi-agent evaluation
Test strategic adaptation and coordination when agents share an environment with private observations.
World models
Our research examines action-conditioned predictions of future state, separately from an agent’s ability to complete a task.
Adaptive environments
Run your model in generative environments with persistent world state. Scored results adjust the mix of validated tasks and difficulty levels.
Generated events must satisfy explicit rules before they change world state. Independent graders score the recorded observations, actions, and outcomes.
Discuss adaptive environmentsIndustries
These domains require decisions under uncertainty and feedback that arrives over time. Our work spans private evaluations and applied research.
Life sciences
Can models make biological predictions that hold up in experiments?
Physical systems
Can models predict the consequences of their actions in the physical world?
Enterprise workflows
Can models reliably carry complex work through to completion?
Cybersecurity
Can models defend systems against threats they have never seen?
Energy
Can models meet energy demand while managing cost and reliability?
Commission a benchmark or environment.
Define the capability or workflow you need to evaluate. We work with you to specify the tasks, scoring, and validation criteria, then build the environment or benchmark around them.