Why DORA Documentation Doesn't Happen Systematically
DORA requires structured ICT incident reports and operational resilience testing logs — specific fields, specific coverage periods, specific evidence of incident classification and response. The raw data exists in PagerDuty and Datadog, but it isn't formatted for regulatory submission. Someone has to pull the relevant incidents, classify them under DORA's ICT taxonomy, document the response timeline, and produce a structured report. In a 100-600 person fintech that hasn't built this process, that 'someone' tends to be an engineering lead spending a week before the quarterly deadline doing manual documentation work — every quarter.
How an AI Agent Generates DORA-Compliant Reports Automatically
An AI Labor Company agent mines PagerDuty incident data and Datadog SLO metrics on a continuous basis, classifying incidents against DORA's ICT taxonomy as they occur rather than in a quarterly retrospective. When the quarterly window opens, the agent generates a complete ICT incident report and resilience test log from the accumulated data — structured to meet DORA's documentation requirements. Each report is routed to the CTO in Slack for review before submission. Jira and GitHub Actions provide the development activity context for resilience testing evidence. The output isn't a spreadsheet to clean up — it's a draft-ready report requiring a review, not a build. Teams in this position typically see the quarterly compliance process compress from a week of manual work to a one-day review cycle. Deployment takes approximately five weeks.
The Business Case: Risk Avoidance and CTO Time
DORA enforcement carries material penalty risk for non-compliant fintech SaaS — and the risk scales with how late or incomplete the submissions are. The agent converts that risk from a recurring exposure to a managed process: every quarter produces a documented, CTO-reviewed submission rather than an improvised one. The time value is also real. A CTO or senior engineering lead spending a week per quarter on compliance documentation is a week not spent on architecture, hiring, or product — at $150M ARR, that's a meaningful opportunity cost. The agent doesn't eliminate DORA compliance judgment — regulators will still have questions that require human answers — but it eliminates the data assembly work that doesn't require judgment and currently consumes the most time.
Does the agent understand DORA's ICT incident classification taxonomy, or does it apply a generic framework?
The agent is configured with DORA's specific ICT incident classification categories — major incidents, significant cyber threats, and operational disruptions — and maps PagerDuty incidents to those categories based on severity, duration, and affected systems.
What if our PagerDuty incident history has gaps from before we implemented DORA processes?
The agent works with whatever data exists. For the first reporting period, it documents what can be substantiated and flags gaps for the CTO to address directly. Coverage improves with each subsequent quarter.