Measure AI Before You Depend on It
AI systems must be evaluated against the work they are expected to perform, the data they use, and the consequences of failure.
We develop evaluation and governance mechanisms that help organizations understand AI quality, reliability, limitations, and operational risks before and after deployment.
What we evaluate
Six dimensions of AI you can depend on
Output Quality
Assess correctness, completeness, relevance, formatting, and compliance with task requirements.
Retrieval & Evidence
Measure whether the system retrieves relevant information and supports its responses with appropriate sources.
Tool Execution
Test whether tools are invoked correctly, parameters are valid, and resulting actions match the intended operation.
Workflow Reliability
Evaluate task completion, recovery, retries, failure modes, and consistency across repeated runs.
Security & Permissions
Test access boundaries, data isolation, authorization rules, and resistance to unauthorized operations.
Cost & Latency
Measure operating cost and response time against application-specific service requirements.
From evaluation to continuous improvement
A loop, not a one-off test
Establish test cases
Establish representative test cases.
Compare to a baseline
Compare results against a baseline.
Change deliberately
Introduce controlled changes.
Watch for regressions
Monitor for regressions.
For systems operating in consequential environments, define explicit escalation and approval policies appropriate to the level of risk.
Continue exploring
Related capabilities
- Enterprise AI InfrastructureAI Control Plane & GovernanceGovern AI across your organization: agent and model registries, identity and access, policy enforcement, observability, release management, and cost tracking.
- AI Project DiscoveryAI Project DiscoveryDescribe the business problem you want to solve. We help identify the right AI capabilities, technical requirements, and engineering approach for your project.
Know What Your AI Can Reliably Do
Bring us the task your AI performs and what failure would cost. We will help you define how to measure it.