Context Evals
Your experts define quality. The system learns.
Domain experts build multi-dimensional rubrics for each workflow. Every correction becomes structured training signal. The system proposes validated improvements against production rubrics — no separate labeling, no synthetic data.
EXPERT RUBRICS
Rubrics as reward functions
Multi-dimensional rubrics built from accepted work — not academic benchmarks. Finance tracks compliance accuracy. Legal tracks citation fidelity. Engineering tracks diagnostic correctness. Each rubric becomes a reward function for continuous optimization.
REGRESSION DETECTION
Catch degradation immediately
Every run is evaluated against rubrics automatically. When a runbook change, model update, or context shift degrades output quality, the system catches it — no weeks of silently degraded output.
CONTINUOUS LEARNING
Corrections become training signal
Accepted outputs become golden examples. Corrections produce structured preference data. The system proposes concrete improvements — updated runbook steps, reweighted retrieval, refined context — validated against held-out traces before deployment.
CONFIDENCE-GATED ROUTING
Mature workflows get cheaper automatically
As rubric scores stabilize, the system routes proven tasks to faster, more efficient models — reducing inference cost 10–20x while maintaining quality thresholds. Compute cost per case declined 59% in four months at our first enterprise deployment.
PROPRIETARY MODELS
Proprietary enterprise models
Once traces and rubrics reach critical mass, train domain-specific models calibrated to your procedures, exceptions, and decision criteria. Owned by your enterprise, versioned with full lineage, deployable on your infrastructure.
Deploy where you need it
Fully managed cloud, private VPC, or air-gapped on-premises. Wherever your security requirements demand.
Request a demo →Compliance & Security
SOC 2 Type II
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CCPA ReadyFully managed cloud platform. We handle infrastructure, updates, and scaling — you focus on workflows.
Get started now→Dedicated instance with complete tenant isolation, custom configuration, and dedicated support.
Talk to Sales→Runs in your AWS, Azure, or GCP account. Full control over networking, data residency, and access policies.
Talk to Sales→Your hardware, your network. Complete data sovereignty with air-gapped and disconnected operation support.
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