AI for preparing a post-incident review

What happened before the service came back

The service works again, and everyone brings a different story to the review. The on-call engineer remembers a phone call, the ticket holds the time of the alert, and the team chat describes several repair attempts. One person wrote that a restart helped, and a later entry reports further errors. In the end access returned after a setting was changed. A summary such as „a restart fixed the problem” would lose this sequence.

The agent builds a timeline with a source beside each entry and tells an observation apart from a later explanation. A change and an improvement that happen at the same time do not establish the cause. A difference between accounts need not mean a mistake, because the people involved watched different parts of the service, so the note keeps that difference instead of merging everything into one confident story.

What it costs and when it pays back

The count covers the work around a case: searching, reading, writing and passing things on. What remains is the time to check the output, 35% of today's work in the scenario. Before the quote we measure both times on 20 to 100 cases the team has already handled, in a €0 test that takes 5 working days.

Shorter preparation also changes the meeting itself. When the timeline is ready before the review, the team spends its time on the cause and on preventive actions. Without it, the first half of the meeting goes on working out who did what and when.

A ready-made summary still needs a conversation

Atlassian describes post-incident reviews in Jira Service Management, including a draft that Rovo prepares from the ticket details. If all the findings are in the ticket, that is enough. An agent makes sense when important information sits outside the ticket, in the chat and notes, and the review lead has to ask the people involved to fill in the same event.

Where to start

The first scope covers one team and one type of incident. On a finished incident we compare the note with the participants' account: whether it surfaces the question that needed explaining, and whether a record stands behind every important claim. We build this as part of AI agents. For the free process review, a description of one case from recent weeks and the tools it ran through is enough. You do not need to send confidential documents, and you get a written plan within 2 working days.