01
Financial analysis
Review documents, reconcile evidence, and build analysis around your team’s criteria for accuracy and completeness.
DocumentsEvidenceAnalysis
Custom agents, built with expertise
Specialized agents.
Built around your work.
Build agents for your team’s decisions, tools, and workflows
using expert data and evaluations that test the work end to end.
01 / The difference is context
Expert judgment.
Built into the workflow.
Experts know which evidence to trust, which tool to use, and when a task needs human judgment. We capture those decisions in demonstrations and test whether agents can apply them in your workflow.
01Knowledge
Your domain and data
02Environment
Your tools and workflows
03Evaluation
Your standards of quality
02 / How we build
From expert knowledge
to tested execution.
Define the task, capture how experts complete it, and evaluate the agent against clear success criteria.
- 01
Define the work
Choose a workflow, identify the decisions that matter, and agree on what successful task completion looks like.
- 02
Build the expert data
Capture demonstrations, reasoning, tool use, and the exceptions that experienced people know how to handle.
- 03
Evaluate in context
Measure task completion with domain-specific rubrics, programmatic checks, and expert review.
- 04
Refine with evidence
Use failure analysis to improve the data, repeat evaluation, and adapt as the workflow changes.
A continuous improvement loop
03 / Specialized workflows
Where expertise
shapes the outcome.
Start with a workflow where expert judgment matters and the outcome can be checked. Examples include financial analysis, software development, and research operations.
02
Software workflows
Plan, implement, test, and review changes within the tools and environments that developers use every day.
RequirementsCodeVerification
03
Research & operations
Gather sources, apply domain rules, and complete multi-step work with decisions that can be traced back to evidence.
SourcesSynthesisAction
04 / Built to be evaluated
Every improvement
starts with evidence.
Task completion alone is not enough. Check whether the result is correct, the evidence supports it, and the agent followed the workflow’s rules. Use those findings to target the next round of training data.
Explore our research- 01Define
Task-specific criteria
- 02Measure
Programmatic outcome checks
- 03Understand
Expert review and feedback
- 04Refine
Targeted data improvements
Start with a conversation
What should an agent
do for your team?
Bring a workflow, the tools it uses, and the standard it needs to meet. We’ll help scope the expert data and evaluations for a first agent.