Instrument LLMs and ML models with tracing, metrics, drift detection, and user feedback
No sign-up required • Free to try
Standardize eval harnesses with golden data, safety tests, and pre-deploy regression gates
Design full-stack LLM applications with routing, retrieval, tooling, and safety layers
Plan dataset curation, training jobs, evaluation, and rollout for custom models
Common questions about ai model observability architecture generator
Prompts, model versions, retrieval context, tool calls, responses, latency, cost, and user feedback with PII controls.
Track feature distributions and output changes over time. Alert on significant shifts and degraded metrics.
Propagate trace IDs through routers, retrieval, tools, and model calls. Visualize spans for latency hotspots.
Add thumbs up/down, reasons, and freeform comments. Store for evaluation and fine-tuning pipelines.
Restrict sensitive logs, redact PII, and enforce retention limits. Provide tenant-isolated dashboards.
Try it free on the scratch canvas, no account needed. Pro starts with a 7-day free trial.