Predictable AI workflow platform for developers and ML teams: trace every step, measure quality and cost, run acceptance tests and A/B experiments, and block regressions before release. Framework-agnostic CLI integration to connect models and graphs and deploy across APIs and chat platforms with usage limits and analytics.