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Activate Your Continuous Learning Flywheel With Post-Incident Reviews in PagerDuty UI

by Cristina Dias May 6, 2026 | 9 min read

Earlier this year at our H1 2026 launch, we announced PagerDuty’s vision for autonomous operations: a future where AI agents learn from every incident, prevent failures before they happen, and progressively automate so teams can focus on innovation instead of firefighting. Central to that vision is the continuous learning flywheel: a systematic approach where every incident becomes organizational intelligence that feeds back into your operations, making your systems smarter and more resilient over time.

For years, we’ve been thought leaders in blameless postmortems and Failure Fridays through our Postmortems feature and our Jeli acquisition. We’ve learned a lot from customers, and we’re evolving the post-incident experience to help you break the cycle of repeated incidents, save time, and build more resilient operations. Now, we’re taking the next step on that journey with Post-Incident Reviews in PagerDuty UI, now rolling out in Early Access.

Are Your Incident Learnings Getting Lost in the Chaos?

You know that learning from incidents is the only way to improve resilience over time. But we often hear from customers that their teams struggle with completion and follow-through. Post-incident reviews (PIR) get skipped, action items don’t get done, and the same incidents keep happening. Your team burns out and you’re stuck in reactive mode.

  • Context-switching loses details. Teams jump between monitoring tools, Slack, ticketing systems, and documentation platforms. By the time someone writes the PIR, critical context has evaporated.
  • Manual work takes too long. Writing comprehensive reviews from scratch takes hours that exhausted responders don’t have.
  • Insights stay siloed. Even completed PIRs rarely feed back into systems that could prevent future incidents.

The result? Repeated incidents and missed opportunities to build more resilient operations.

The new Post-Incident Reviews, directly available in the PagerDuty UI, solve this by bringing the entire PIR workflow directly into the incident experience. Here’s a preview of what’s available today for Early Access customers.

Capture Learnings Without Leaving PagerDuty

Post-Incident Reviews are built directly into the incident experience in the PagerDuty UI. When your team resolves an incident, whether in Slack or the web interface, a post-incident review is automatically available with full incident context already accessible.

What you get:

  • Start PIRs from where you work. Kick off a review directly from Slack when you resolve an incident, or from the incident detail page in the web UI. No separate tools or logins required. PIRs are automatically created when an incident is resolved, so your team never has to remember to start one manually.

  • All context in one place. Every PIR includes the complete incident timeline, responder actions, service information, and alert data. PagerDuty automatically ingests context from Slack conversations, Scribe Agent summaries, and Incident Lifecycle Events (ILE), so everything documented in those locations is already there in the PIR. This means that to generate an initial PIR, there’s no need to hunt through Slack channels, dig through logs, or try to remember who did what. The incident history and context are right there when you open the PIR.

Post-incident review in incident page, including timeline, summary, etc

  • Real-time collaboration. Multiple team members can work on the same review simultaneously with live cursors showing who’s editing what. No more version conflicts or lost edits, as everyone can see changes as they happen. Whether you’re the incident commander adding the timeline, an engineer documenting the root cause, or a manager reviewing the impact, everyone can contribute at the same time without stepping on each other’s work.

Real-time collaboration in Post-Incident Reviews (PIR)

  • Structured templates. Guide your team through consistent, thorough analysis with customizable templates that ensure nothing gets missed. Create templates with sections like “What Happened,” “Root Cause,” “Impact,” and “Lessons Learned” to standardize your PIR process across teams. You can customize these to match your organization’s specific needs and ensure every review captures the information that matters most to you.

Post-incident review template

Instead of treating post-incident reviews as an afterthought, they become a natural part of closing out every incident.

We’re establishing the baseline for the continuous learning flywheel. When teams can capture learnings immediately without friction, those insights become the fuel that powers smarter operations.

Let AI Do the Heavy Lifting

Coming soon in the next phase of the EA program, we’ll supercharge your PIRs with AI-generated content that turns hours of manual work into minutes of refinement.

What’s coming in our future plans:

  • Instant AI-generated drafts. AI will automatically generate PIR content (summaries, key timeline moments, root causes, and suggested follow-ups) based on full incident context.
  • Import Slack conversations with one click. You’ll be able to selectively import all messages or just pinned messages directly into your PIR narrative.
  • Add attachments for deeper analysis. You’ll be able to upload runbooks, screenshots, logs, or supporting documentation to enrich your PIRs.
  • Collaborate with comments and @mentions. You’ll be able to tag stakeholders, ask questions, and refine the narrative together. Keep cross-functional teams aligned on what happened and what needs to happen next.
  • Create actionable follow-ups with AI assistance and Jira sync. Follow-up actions are available today in PagerDuty. Soon, you’ll get AI-suggested follow-up actions and the ability to sync them to Jira to track remediation work alongside your existing development workflows.
  • Customize AI prompts. You’ll be able to create account-specific templates with custom AI prompts tailored to your organization’s PIR format. Mark sections as required and control AI generation on a section-by-section basis.
  • Feed insights back into SRE Agent memory. PIR learnings will automatically feed back into PagerDuty SRE Agent’s memory, improving future incident response and helping developers assess deployment risk to prevent incidents before they occur.

The result is a continuous learning flywheel in action. Comprehensive learnings get captured in minutes instead of hours, feeding intelligence back into your operations to build more resilient operations.

Built for the Way You Work

Post-Incident Reviews in PagerDuty UI integrate seamlessly into your existing workflows:

  • Slack-native experience. Start PIRs in Slack with the click of a button, import channel data, and collaborate.
  • Web UI for deep analysis. Access the full PIR experience in the PagerDuty web interface with rich editing, timeline visualization, and valuable incident context.
  • Jira integration (coming soon). Sync follow-up actions to Jira to track remediation work alongside your existing development workflows.
  • API access (coming soon). Programmatically access PIR data to build custom integrations, analytics dashboards, or feed insights into other systems.

Ready to Get Started?

Post-Incident Reviews in PagerDuty UI is rolling out now in Early Access for customers on Professional plans and above.

Sign up for Early Access to start turning your incidents into prevention.

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