A single pane of glass for tracking dataset lineage, model versions, evaluation runs, and rollout health for both LLM and traditional ML workloads.
Model registry with semantic diffing
Evaluation matrix comparing BLEU, Rouge, and custom metrics
Rollout gates with canary + shadow traffic
Slack + PagerDuty alerting
This platform plugs into popular training pipelines and surfaces context on every deployment. Teams can gate releases on quality thresholds and understand how updates affect downstream services.
A single pane of glass for tracking dataset lineage, model versions, evaluation runs, and rollout health for both LLM and traditional ML workloads.
Workflow engine that coordinates multiple LLM providers to draft, review, and localize marketing content with human-in-the-loop approvals.