# Notebook-to-Production

Source: https://customlabs.io/glossary/notebook-to-production/
Updated: 2026-09-13

Cost & ops

# Notebook-to-Production

Notebook-to-production is the gap between a working prototype and a system that runs reliably.

That gap includes error handling, retries, monitoring, cost controls, and deployment infrastructure a notebook skips.

It is usually a bigger lift than the original prototype, which is why timelines underestimate it.

Treating it as its own phase, with its own scope and budget, separates a demo that ships from one that stalls.

[Insight: Notebook to production](https://customlabs.io/insights/notebook-to-production/)[Case study: Extraction, notebook to production](https://customlabs.io/case-studies/extraction-notebook-to-production/)

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## Related terms

[Inference Cost Inference cost is what it costs to run a trained model on a request.](https://customlabs.io/glossary/inference-cost/)[Model Deprecation Model deprecation is a provider retiring a model version on its own schedule.](https://customlabs.io/glossary/model-deprecation/)[Acceptance Rate Acceptance rate is the share of an agent's proposed changes a human reviewer approves.](https://customlabs.io/glossary/acceptance-rate/)

## More in Cost & ops

[Canary Release A canary release exposes a change to a small, deliberately chosen slice of traffic first.](https://customlabs.io/glossary/canary-release/)[Output Drift Output drift is a gradual change in a live system's output, with no release behind it.](https://customlabs.io/glossary/output-drift/)