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Production AI Radar
ML/LLM pipeline orchestration
Durable scheduled workflows for ingest, train, eval, and reindex - not cron on a laptop.
TrialMLOpsNew
- Why this ring
- Cron scripts fail silently. Trial Prefect (or Dagster) once you have more than one recurring AI job.
- Production risk if ignored
- Missed reindex or retrain jobs leave production on stale models and corpora.
- Typical effort
- weeks
- Medium FinOps impact
Use cases
- Scheduled evals
- Retrain pipelines
- RAG reindex
Adoption steps
- Inventory cron AI jobs
- Migrate critical path
- Alert on failure
- Add human approval for promote
Related tools
In your assessment
Orchestration coverage + failure alerting review