ERP and system event logs as AI agent training data: a guide for ERP consultants

Why do AI agent builders want event logs?

Because an event log is a step-by-step record of real work. Each entry captures a case, an activity, a timestamp, a user and often the values before and after a change. An invoice's log reads like a script: received, matched to the purchase order, price variance flagged, routed to the controller, approved two days later, paid. For a model learning to run that workflow, the log is ground truth about sequence, timing and outcome, which no SOP can supply.

Process-mining teams already work with this structure of case ID, activity and timestamp, and what is process mining? explains the method. What logs lack is the reason behind each step. They are strongest when buyers can read them next to the documents, comments and email attached to the same records, alongside the other material covered in what counts as AI training data.

Which logs carry the most value?

Logs that record decisions and outcomes beat logs that record clicks.

What separates useful logs from noise?

• Case continuity: a stable document or case number lets buyers stitch events into complete journeys and connect them to documents and email.
• Outcomes: end states such as paid, shipped, credited, closed or reopened let buyers label success and failure.
• Comments and reason codes: a rejection with a reason teaches far more than a bare status change.
• Depth: several years of history, ideally spanning system changes, show how processes evolved.
• Cross-system links: the same order visible in ERP, CRM and the support desk shows the whole workflow rather than a slice.

Screen-level detail of the same work can come from recordings; see screen recordings and SOP walkthrough videos.

How far back do event logs usually go?

Usually less far than clients assume. Audit logging is often switched on per table or field, retention may be set short to save storage, and archive or purge jobs can strip detail from closed periods. When a client migrates, history often stays behind in the old instance unless someone exports it. Limits differ by product, edition and configuration, so check the client's own settings and the vendor's documentation rather than relying on rules of thumb.

ERP projects create natural moments to raise preservation:

Which de-identification and scoping questions should you raise?

Raise them as questions for the client's sponsor and counsel, never as decisions you make yourself. They shape what can be licensed and how much preparation it needs.

On the privacy question, the GDPR governs processing of personal data and can apply to organizations outside the EU that offer goods or services to, or monitor the behavior of, people in the EU. In California, the CCPA applies to for-profit businesses doing business in the state that meet any one of its thresholds. Which rules apply depends on the client's facts, and SourceX agrees the de-identification approach with the client before any work starts.

This is general information, not legal, tax or financial advice. Confirm with your own counsel before acting.

Your system access is not part of the referral

ERP consultants often hold administrator credentials to a client's system. Those credentials exist for the project you were hired to deliver. As a referral partner you never run exports, pull sample logs or describe record contents to SourceX or anyone else. The client's sponsor works with SourceX directly on the inventory, and data moves only after a signed agreement and the client's authorization.

How do you recognize a client with deep event history?

• The ERP or ticketing system has run for several years, or retired instances were kept.
• Approvals run through configured workflows rather than email alone.
• Audit or change history is switched on for core documents.
• Status changes carry comments or reason codes.
• Document numbers connect ERP records to CRM, ticketing and email.
• The client is a US company with 50+ full-time employees at peak (contractors excluded) and an owner or executive who could sponsor a license.

The company fit checker runs a preliminary screen; its result is not an approval.

Partners earn 25% of the eligible platform fees SourceX actually collects from the referred company's licensing deals, capped at $100,000 per referred company, payable only after the buyer pays and SourceX receives its fee. Rewards are not guaranteed. If you advise on implementations, referral opportunities for ERP consultants covers project timing and client conversations in more depth.

Next step

Pick one client with an upgrade or migration on the calendar and run the checklist. If it fits, register as a partner and send the sponsor your referral link; how it works shows each step from inventory to payment.