croissantAI automation data retention: what should your workflow keep?
Map the copies an AI workflow creates, separate business records from debug logs, and test deletion with a practical agency example.
An AI workflow should keep the information your team needs for an agreed purpose, with a named owner and a clear disposal rule for each copy. Before buying an automation, ask the builder to show where enquiry text, model inputs, drafts and run history will live. A successful CRM update does not tell you what happened to the temporary copies. This guide offers an operating checklist for small teams; the retention periods must come from your own business requirements and applicable obligations.
Start with a map of copies
Take one synthetic enquiry through the proposed workflow and list every place it appears: the source inbox, automation queue, AI request, generated summary, CRM note, error log and exported troubleshooting file. Include manual downloads and support tickets. Ask who can read each copy, what it is for, and which person owns its removal. This is a procurement question you can resolve before connecting real customer information.
Keep the official business record separate from temporary processing material. Your CRM may need a reviewed enquiry summary while the automation only needs a reference to that record after processing. Treat this as a design recommendation, rather than assuming any platform automatically removes redundant content. Ask for the actual configuration and a demonstration.
Keep useful evidence without copying the whole message
For routine troubleshooting, we recommend recording a submission reference, run identifier, workflow version, processing stage, timestamp and outcome. An error such as owner_assignment_failed can often be investigated without storing the entire customer message in a second system. OWASP recommends excluding or protecting access tokens, passwords and sensitive information in application logs. [1]
Have the builder show both a successful run and a failed run. Inspect what the error handler records: the normal path may be tidy while a failed request dumps its full contents into a log. Separate restricted diagnostic access from the everyday operations view. Give temporary debugging a named owner and a removal step, so a short investigation does not quietly create a permanent archive.
A worked synthetic agency example
Imagine a fictional agency processing a contact-form submission, reference TEST-041. Its original message remains in the agreed intake system. The automation validates the required fields, drafts a two-sentence summary and proposes an owner. A reviewer accepts the summary before it becomes the CRM note. This is an illustrative workflow, not a Croissant customer result.
The team makes a copy register with four entries: intake message, temporary processing payload, approved CRM note and operational event. Each entry has a purpose, access owner and disposal trigger. The temporary payload is scheduled for removal after its agreed troubleshooting window; the CRM note follows the business record policy. These windows are decisions for the agency, not universal numbers supplied by an AI model.
Now replay TEST-041 with a deliberately invalid service category. The proposed rule rejects the value and sends the item for review without creating a CRM note. OWASP distinguishes format validation from checking whether a value makes sense, and recommends enforcing allowed choices for fixed fields. [2] The event records the validation outcome and reference. The reviewer can locate the original message through controlled access.
Test removal and document its limits
Ask for a deletion test using the synthetic record. Check the temporary store, failed-item queue, run history and any diagnostic export. Record which copies disappear, which remain and why. A deletion button in one product is evidence about that product action; it is not proof that every downstream copy has gone. Request a separate answer for backups and third-party processing systems.
Agree how holds, investigations and restore operations affect disposal before setting an automatic schedule. OWASP notes that retention applies to debug logs and copied or extracted data as well as ordinary logs, and that obligations can affect the period. [1] This guide does not set those obligations or certify a supplier. If the builder cannot demonstrate a system’s behaviour, record that limit and keep sensitive live data out of the pilot.
Make this part of the purchase brief
Request a copy map, retention configuration, access list and synthetic deletion-test evidence as deliverables. Ask who reviews the rules when a new integration or troubleshooting tool is added. For the wider launch checks, use our [workflow test guide](/blog/test-ai-workflow-before-launch/); for service continuity, read the [supplier handover guide](/blog/automation-supplier-handover/).
Bring one workflow and a list of the systems it touches to the [Croissant contact form](/#contact). Describe the record you need to keep and the temporary material you want to minimise. Use synthetic examples in the first discussion. A clear copy map gives your team a concrete question to assess before agreeing a build.
Implementation checklist
- Map source, queue, model, draft, destination and diagnostic copies.
- Name a purpose and access owner for every copy.
- Agree disposal rules and exceptions before processing live data.
- Inspect both successful and failed run logs for sensitive content.
- Test removal using synthetic data, including exports and failed-item queues.
- Record backup and third-party limits separately.
- Include the copy map and test evidence in the handover.
The sources behind the sauce.
Primary research and official documentation behind the cited points. The workflow examples and checklists are Croissant’s own guidance.