Source: [Original HTML page](https://stolenorbit.com/en/resources/rolling-out-ai-safely/)

Language: English

A PRACTICAL BUSINESS GUIDE

# From AI pilot to production: increase exposure with concrete evidence.

A pilot demonstrates something about a limited scope. Release planning must also check users, volume, dependencies, error handling and the team’s ability to intervene.

[By Stolen Orbit](https://stolenorbit.com/en/about/) Updated 24 September 2026

## Production adds conditions a demonstration does not reveal

[Source for this section](https://stolenorbit.com/en/resources/rolling-out-ai-safely/#difference)

During a demonstration, someone selects the document, watches the run and resolves problems immediately. Real work brings simultaneous requests, absent reviewers, unexpected attachments and slow external systems. A rollout plan should make these differences explicit and assign responsibility for their consequences.

Before expanding scope, record the active version, included processes, accounts, limits and stopping criteria. Production should not depend on the constant presence of the person who built the prototype. The operations team needs to know the alternative procedure and be able to activate it. Rehearse that handover with someone who did not develop the system.

## Four modes to select for the process

[Source for this section](https://stolenorbit.com/en/resources/rolling-out-ai-safely/#stages)

Design shadow mode so it cannot produce external effects. An apparently experimental connector can still write data when it uses operational credentials. The boundary must be technically verifiable, not merely part of the demonstration instructions.

Scroll the table to compare all columns.

A proposed rollout path; not every project requires every stage

| Mode | System behaviour | Evidence before advancing |
| --- | --- | --- |
| Offline evaluation | Processes cases without changing live systems | Expected outcomes and critical cases checked |
| Shadow mode | Produces parallel results without influencing the process | Comparison with real work and measured load |
| Approved drafts | Prepares actions performed only after review | Sustainable queue and working approval controls |
| Limited operational scope | Performs allowed actions on a defined category | Tested monitoring, stopping and recovery |

## Illustrative example: enabling document extraction

[Source for this section](https://stolenorbit.com/en/resources/rolling-out-ai-safely/#example)

The pilot reads one document format and prepares a draft. The first release includes that format and an identified user group; other documents retain the manual path. The team checks correct fields, review volume, waiting time and unrecognised cases.

If a supplier changes its layout, that format can be routed to review without stopping the others. Adding a second language or different documents requires its own evaluation cases. Success on the first format is not sufficient evidence for every company document. Keep scope rules explicit so new inputs do not silently become production commitments.

## Prepare stopping and recovery before they are needed

[Source for this section](https://stolenorbit.com/en/resources/rolling-out-ai-safely/#recovery)

Google SRE describes canary releases that expose a change to part of the traffic before broader rollout. For business processes, adapt the principle to meaningful categories, users or locations rather than inventing a universally safe percentage.

-   Identify who can pause new processing and the command or procedure they use.
-   Define what happens to active and queued cases.
-   Separate reverting the software version from correcting effects already produced.
-   Preserve a list of cases needing reconciliation after an incident.
-   Test the manual path and restart procedure as well as the stop control.

## Hand over a system the team can operate

[Source for this section](https://stolenorbit.com/en/resources/rolling-out-ai-safely/#handover)

Handover includes operating instructions, company-controlled accounts, incident contacts and repeatable evaluation cases. Give each alert an owner and an action: a dashboard nobody checks is not an operating procedure.

Agree when to review scope and which signals trigger an earlier check: more exceptions, new formats or model and integration changes. Document the decision to expand, maintain or reduce autonomy. Release starts ordinary system operation; it does not remove the need to review how the process behaves as the business changes.

FROM IDEAS TO A BRIEF

## A template to work from.

[Source for this section](https://stolenorbit.com/en/resources/rolling-out-ai-safely/#downloads)

### AI rollout plan

A staged plan with owners, acceptance evidence and instructions for stopping and recovering work.

[Download the Markdown template](https://stolenorbit.com/downloads/rollout-plan-en.md)

### AI operations runbook

Instructions available to the responsible team: signals, alerts, initial diagnosis, recovery and periodic review.

[Download the Markdown template](https://stolenorbit.com/downloads/monitoring-runbook-en.md)

### Automation handover worksheet

A handover record with accessible materials, accepted responsibilities, an operating exercise and assigned outstanding work.

[Download the Markdown template](https://stolenorbit.com/downloads/ownership-handover-en.md)

## Practical questions

[Source for this section](https://stolenorbit.com/en/resources/rolling-out-ai-safely/#faq)

**How long should the pilot run?**

Until it provides sufficient evidence on the agreed cases and conditions. A fixed duration without representative volume or exception testing does not establish readiness.

**Can we move directly to full automation?**

It depends on the process and consequences. You still need evidence on real cases, enforceable boundaries, monitoring and tested recovery. Draft mode is often useful for measurement.

**Does rollback undo completed actions?**

No. Restoring a software version does not remove sent emails or changes already recorded elsewhere. Reconciliation and correction need a separate plan.

## References and method

[Source for this section](https://stolenorbit.com/en/resources/rolling-out-ai-safely/#sources)

[Google SRE Workbook — Canarying releases](https://sre.google/workbook/canarying-releases/)

Progressive release and observation before expansion. The modes and scenario are operational adaptations proposed by Stolen Orbit.

EXPLORE FURTHER

[AI rollout plan](https://stolenorbit.com/en/templates/ai-rollout-plan/)

[AI operations runbook](https://stolenorbit.com/en/templates/ai-monitoring-runbook/)

[Automation handover worksheet](https://stolenorbit.com/en/templates/automation-handover/)

[How to introduce AI](https://stolenorbit.com/en/resources/how-to-introduce-ai-in-your-business/)

[Connect your ERP with a clear account of every record.](https://stolenorbit.com/en/services/erp-integration-automation/)

[Teach the team to use AI on the work they actually do.](https://stolenorbit.com/en/services/practical-ai-team-training/)

[All practical guides](https://stolenorbit.com/en/resources/)

## Which process should improve first?

[Source for this section](https://stolenorbit.com/en/resources/rolling-out-ai-safely/#growth-closing-heading)

Start with a concrete process, the systems you use and the people who will operate it every day.

[Let’s discuss your process](https://stolenorbit.com/en/contact/)

## Turn the question into a next step.

-   [AI rollout plan](https://stolenorbit.com/en/templates/ai-rollout-plan/)
-   [AI operations runbook](https://stolenorbit.com/en/templates/ai-monitoring-runbook/)
-   [Automation operations](https://stolenorbit.com/en/services/automation-ai-maintenance/)