Incident Management & On-call Arena
Incident Management & On-call arenaBuyer checklist
Every requirement we judge incident management & on-call products against, as a ready-to-send RFP checklist — with each item's priority, why it matters, and how the top-ranked products score on it today.
54 requirements · 14 themes · verdicts for 5 products · updated 2026-09-07 · priorities mirror the story weights our scoring uses (methodology)
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# Incident Management & On-call — buyer checklist (RFP) Derived from ProductArena's evidence-graded user-story taxonomy for Incident Management & On-call: 54 judged requirements. Priorities mirror story weights (3 = must-have, 2 = should-have, 1 = nice-to-have). ## Agenticness - [ ] **[must-have]** Plug MCP servers into this product so it can use their tools - [ ] **[must-have]** Connect an agent via an official MCP server - [ ] **[must-have]** Drive the product through a documented public API - [ ] **[must-have]** Delegate tasks to a built-in AI assistant inside the product - [ ] **[should-have]** Point an agent at llms.txt or agent-oriented docs - [ ] **[should-have]** Run the product headlessly / in CI for automation - [ ] **[should-have]** Use an official CLI - [ ] **[should-have]** Issue scoped/least-privilege API credentials for an agent - [ ] **[should-have]** Build against official SDKs - [ ] **[should-have]** Subscribe to events via webhooks - [ ] **[should-have]** Get AI-generated insights and suggestions from my data inside the product - [ ] **[should-have]** Set up automations that run autonomously in the background - [ ] **[should-have]** Operate the product with natural-language commands - [ ] **[should-have]** Explore an interactive API reference with runnable examples - [ ] **[should-have]** Download a machine-readable API spec (OpenAPI or equivalent) - [ ] **[should-have]** Rely on versioned APIs with a documented deprecation policy - [ ] **[nice-to-have]** Test against a sandbox environment without touching production data ## Ai incident - [ ] **[must-have]** My agent can acknowledge, escalate, and resolve incidents end to end through a documented API or MCP connection — no dashboard in the loop - [ ] **[must-have]** AI writes the incident as it happens — live summaries, drafted updates, and scribed call notes — so responders respond instead of typing - [ ] **[should-have]** An AI investigator digs into the probable cause — correlating changes, telemetry, and similar past incidents — before a human even asks - [ ] **[should-have]** AI drafts the postmortem from the incident record — timeline, contributing factors, follow-ups — ready for human review ## Alerting escalation - [ ] **[must-have]** Escalation policies walk unacknowledged pages through multiple steps — delays, fallback responders, and repeat rounds — until someone acknowledges - [ ] **[must-have]** Alerts from my monitoring tools are ingested through documented sources and routed to the right team by conditions I define - [ ] **[should-have]** Duplicate and related alerts are deduplicated and grouped so one incident pages one human, not fifty - [ ] **[should-have]** Pages reach me over the channels I choose — push, SMS, phone call, and email — with per-channel notification rules ## Analytics reliability - [ ] **[should-have]** I get reliability analytics — MTTA/MTTR trends, incident load, on-call health — to see whether we are actually improving ## Automation depth - [ ] **[must-have]** Define rules that trigger actions automatically on events - [ ] **[should-have]** Perform bulk operations across many items at once - [ ] **[should-have]** Schedule recurring jobs or workflows - [ ] **[nice-to-have]** Version, review, and roll back my automations ## Automation runbooks - [ ] **[should-have]** Runbooks attach to incidents and their steps can trigger automatically — creating channels, assigning tasks, running diagnostics - [ ] **[should-have]** A condition-based workflow engine automates the toil — updates, reminders, field changes — triggered by incident events ## Incident response - [ ] **[must-have]** Declare and run an incident from chat — Slack or Teams — with channels, roles, and updates created for me - [ ] **[should-have]** The incident timeline is captured automatically — alerts, actions, and chat decisions — and I can edit or annotate it afterwards - [ ] **[nice-to-have]** Internal stakeholders get structured incident updates they can subscribe to, without joining the war room - [ ] **[nice-to-have]** Incidents carry defined roles (commander, comms lead) and task checklists so response stays coordinated under pressure ## Integrations observability - [ ] **[must-have]** First-party integrations cover my observability stack — Datadog, Grafana, Prometheus, CloudWatch, Sentry — with documented setup - [ ] **[should-have]** The platform integrates with the tools around the incident — Jira, Slack, Teams, Zoom, GitHub — so state flows both ways ## Mobile experience - [ ] **[should-have]** A full mobile app lets me acknowledge, escalate, and resolve from my phone at 3am ## On call scheduling - [ ] **[must-have]** Build on-call schedules with rotations, layers, time zones, and round-robin coverage that match how my teams actually work - [ ] **[should-have]** Take an override, swap a shift, or request coverage without an admin rebuilding the schedule - [ ] **[nice-to-have]** My shifts sync to my personal calendar via a feed so I always know when I'm on the hook ## Openness - [ ] **[must-have]** Export all of my data in open formats and leave - [ ] **[must-have]** Self-host the core product - [ ] **[should-have]** Do everything through the API that I can do in the UI - [ ] **[should-have]** Read the product's source under an open license ## Postmortems learning - [ ] **[must-have]** Postmortems follow a real workflow — templates, drafting from the timeline, review, and publication - [ ] **[should-have]** Follow-up actions from incidents are tracked to completion and sync to our issue tracker ## Privacy posture - [ ] **[must-have]** Prevent my data from being used to train AI models - [ ] **[should-have]** Choose where my data is stored (region/residency) - [ ] **[should-have]** Control data retention and deletion - [ ] **[should-have]** Opt out of telemetry and usage tracking ## Status communication - [ ] **[should-have]** Publish a hosted public status page — custom domain, subscriber notifications — driven from incident state - [ ] **[nice-to-have]** Run private or internal status pages with access control for customer-specific or employee-only audiences --- Source: https://ultrametric.ai/productarena/arena/incident-management (evidence-graded verdicts for 5 products) · methodology: https://ultrametric.ai/productarena/methodology
Chips show the top 5 ranked products' current verdict on each requirement — ✓ full · ~ partial · ! disputed · — none · n/a not applicable.
Agenticness — how well agents can access and operate the productAgenticness· 17 items
How well agents can access and operate the product
- must-have
ai-native userPlug MCP servers into this product so it can use their tools
Core requirement — weighs 3× in arena scoring · no product fully delivers this yet
- must-have
ai-native userConnect an agent via an official MCP server
Core requirement — weighs 3× in arena scoring · all 5 products fully deliver this today
- must-have
ai-native userDrive the product through a documented public API
Core requirement — weighs 3× in arena scoring · all 5 products fully deliver this today
- must-have
ai-native userDelegate tasks to a built-in AI assistant inside the product
Core requirement — weighs 3× in arena scoring · 2 of 5 products fully deliver this today
- should-have
ai-native userPoint an agent at llms.txt or agent-oriented docs
Important, not disqualifying — weighs 2× in arena scoring · 4 of 5 products fully deliver this today
- should-have
ai-native userRun the product headlessly / in CI for automation
Important, not disqualifying — weighs 2× in arena scoring · 2 of 5 products fully deliver this today
- should-have
ai-native userUse an official CLI
Important, not disqualifying — weighs 2× in arena scoring · no product fully delivers this yet
- should-have
ai-native userIssue scoped/least-privilege API credentials for an agent
Important, not disqualifying — weighs 2× in arena scoring · no product fully delivers this yet
- should-have
ai-native userBuild against official SDKs
Important, not disqualifying — weighs 2× in arena scoring · 1 of 5 products fully deliver this today
- should-have
ai-native userSubscribe to events via webhooks
Important, not disqualifying — weighs 2× in arena scoring · 2 of 5 products fully deliver this today
- should-have
ai-native userGet AI-generated insights and suggestions from my data inside the product
Important, not disqualifying — weighs 2× in arena scoring · 4 of 5 products fully deliver this today
- should-have
ai-native userSet up automations that run autonomously in the background
Important, not disqualifying — weighs 2× in arena scoring · 2 of 5 products fully deliver this today
- should-have
ai-native userOperate the product with natural-language commands
Important, not disqualifying — weighs 2× in arena scoring · 4 of 5 products fully deliver this today
- should-have
ai-native userExplore an interactive API reference with runnable examples
Important, not disqualifying — weighs 2× in arena scoring · no product fully delivers this yet
- should-have
ai-native userDownload a machine-readable API spec (OpenAPI or equivalent)
Important, not disqualifying — weighs 2× in arena scoring · 1 of 5 products fully deliver this today
- should-have
ai-native userRely on versioned APIs with a documented deprecation policy
Important, not disqualifying — weighs 2× in arena scoring · no product fully delivers this yet
- nice-to-have
ai-native userTest against a sandbox environment without touching production data
Differentiator, not a dealbreaker — weighs 1× in arena scoring · no product fully delivers this yet
Ai incident — stories about ai incident in this arenaAi incident· 4 items
Stories about ai incident in this arena
- must-have
ai-native userMy agent can acknowledge, escalate, and resolve incidents end to end through a documented API or MCP connection — no dashboard in the loop
Core requirement — weighs 3× in arena scoring · 1 of 5 products fully deliver this today
- must-have
ai-native userAI writes the incident as it happens — live summaries, drafted updates, and scribed call notes — so responders respond instead of typing
Core requirement — weighs 3× in arena scoring · 2 of 5 products fully deliver this today
- should-have
ai-native userAn AI investigator digs into the probable cause — correlating changes, telemetry, and similar past incidents — before a human even asks
Important, not disqualifying — weighs 2× in arena scoring · 2 of 5 products fully deliver this today
- should-have
ai-native userAI drafts the postmortem from the incident record — timeline, contributing factors, follow-ups — ready for human review
Important, not disqualifying — weighs 2× in arena scoring · 3 of 5 products fully deliver this today
Alerting escalation — stories about alerting escalation in this arenaAlerting escalation· 4 items
Stories about alerting escalation in this arena
- must-have
sreEscalation policies walk unacknowledged pages through multiple steps — delays, fallback responders, and repeat rounds — until someone acknowledges
Core requirement — weighs 3× in arena scoring · 3 of 5 products fully deliver this today
- must-have
sreAlerts from my monitoring tools are ingested through documented sources and routed to the right team by conditions I define
Core requirement — weighs 3× in arena scoring · all 5 products fully deliver this today
- should-have
sreDuplicate and related alerts are deduplicated and grouped so one incident pages one human, not fifty
Important, not disqualifying — weighs 2× in arena scoring · 3 of 5 products fully deliver this today
- should-have
on-call engineerPages reach me over the channels I choose — push, SMS, phone call, and email — with per-channel notification rules
Important, not disqualifying — weighs 2× in arena scoring · 1 of 5 products fully deliver this today
Analytics reliability — stories about analytics reliability in this arenaAnalytics reliability· 1 item
Stories about analytics reliability in this arena
- should-have
engineering leaderI get reliability analytics — MTTA/MTTR trends, incident load, on-call health — to see whether we are actually improving
Important, not disqualifying — weighs 2× in arena scoring · 1 of 5 products fully deliver this today
Automation depth — how much of the product can run unattendedAutomation depth· 4 items
How much of the product can run unattended
- must-have
ai-native userDefine rules that trigger actions automatically on events
Core requirement — weighs 3× in arena scoring · 3 of 5 products fully deliver this today
- should-have
ai-native userPerform bulk operations across many items at once
Important, not disqualifying — weighs 2× in arena scoring · no product fully delivers this yet
- should-have
ai-native userSchedule recurring jobs or workflows
Important, not disqualifying — weighs 2× in arena scoring · no product fully delivers this yet
- nice-to-have
ai-native userVersion, review, and roll back my automations
Differentiator, not a dealbreaker — weighs 1× in arena scoring · no product fully delivers this yet
Automation runbooks — stories about automation runbooks in this arenaAutomation runbooks· 2 items
Stories about automation runbooks in this arena
- should-have
sreRunbooks attach to incidents and their steps can trigger automatically — creating channels, assigning tasks, running diagnostics
Important, not disqualifying — weighs 2× in arena scoring · 1 of 5 products fully deliver this today
- should-have
sreA condition-based workflow engine automates the toil — updates, reminders, field changes — triggered by incident events
Important, not disqualifying — weighs 2× in arena scoring · 3 of 5 products fully deliver this today
Incident response — stories about incident response in this arenaIncident response· 4 items
Stories about incident response in this arena
- must-have
on-call engineerDeclare and run an incident from chat — Slack or Teams — with channels, roles, and updates created for me
Core requirement — weighs 3× in arena scoring · 2 of 5 products fully deliver this today
- should-have
sreThe incident timeline is captured automatically — alerts, actions, and chat decisions — and I can edit or annotate it afterwards
Important, not disqualifying — weighs 2× in arena scoring · 2 of 5 products fully deliver this today
- nice-to-have
engineering leaderInternal stakeholders get structured incident updates they can subscribe to, without joining the war room
Differentiator, not a dealbreaker — weighs 1× in arena scoring · 1 of 5 products fully deliver this today
- nice-to-have
engineering leaderIncidents carry defined roles (commander, comms lead) and task checklists so response stays coordinated under pressure
Differentiator, not a dealbreaker — weighs 1× in arena scoring · 1 of 5 products fully deliver this today
Integrations observability — stories about integrations observability in this arenaIntegrations observability· 2 items
Stories about integrations observability in this arena
- must-have
sreFirst-party integrations cover my observability stack — Datadog, Grafana, Prometheus, CloudWatch, Sentry — with documented setup
Core requirement — weighs 3× in arena scoring · no product fully delivers this yet
- should-have
sreThe platform integrates with the tools around the incident — Jira, Slack, Teams, Zoom, GitHub — so state flows both ways
Important, not disqualifying — weighs 2× in arena scoring · no product fully delivers this yet
Mobile experience — stories about mobile experience in this arenaMobile experience· 1 item
Stories about mobile experience in this arena
- should-have
on-call engineerA full mobile app lets me acknowledge, escalate, and resolve from my phone at 3am
Important, not disqualifying — weighs 2× in arena scoring · no product fully delivers this yet
On call scheduling — stories about on call scheduling in this arenaOn call scheduling· 3 items
Stories about on call scheduling in this arena
- must-have
sreBuild on-call schedules with rotations, layers, time zones, and round-robin coverage that match how my teams actually work
Core requirement — weighs 3× in arena scoring · 1 of 5 products fully deliver this today
- should-have
on-call engineerTake an override, swap a shift, or request coverage without an admin rebuilding the schedule
Important, not disqualifying — weighs 2× in arena scoring · 1 of 5 products fully deliver this today
- nice-to-have
on-call engineerMy shifts sync to my personal calendar via a feed so I always know when I'm on the hook
Differentiator, not a dealbreaker — weighs 1× in arena scoring · no product fully delivers this yet
Openness — open source, data portability, and self-hosting storiesOpenness· 4 items
Open source, data portability, and self-hosting stories
- must-have
ai-native userExport all of my data in open formats and leave
Core requirement — weighs 3× in arena scoring · no product fully delivers this yet
- must-have
ai-native userSelf-host the core product
Core requirement — weighs 3× in arena scoring · no product fully delivers this yet
- should-have
ai-native userDo everything through the API that I can do in the UI
Important, not disqualifying — weighs 2× in arena scoring · 1 of 5 products fully deliver this today
- should-have
ai-native userRead the product's source under an open license
Important, not disqualifying — weighs 2× in arena scoring · no product fully delivers this yet
Postmortems learning — stories about postmortems learning in this arenaPostmortems learning· 2 items
Stories about postmortems learning in this arena
- must-have
engineering leaderPostmortems follow a real workflow — templates, drafting from the timeline, review, and publication
Core requirement — weighs 3× in arena scoring · 1 of 5 products fully deliver this today
- should-have
engineering leaderFollow-up actions from incidents are tracked to completion and sync to our issue tracker
Important, not disqualifying — weighs 2× in arena scoring · no product fully delivers this yet
Privacy posture — data-handling and privacy storiesPrivacy posture· 4 items
Data-handling and privacy stories
- must-have
ai-native userPrevent my data from being used to train AI models
Core requirement — weighs 3× in arena scoring · no product fully delivers this yet
- should-have
ai-native userChoose where my data is stored (region/residency)
Important, not disqualifying — weighs 2× in arena scoring · no product fully delivers this yet
- should-have
ai-native userControl data retention and deletion
Important, not disqualifying — weighs 2× in arena scoring · no product fully delivers this yet
- should-have
ai-native userOpt out of telemetry and usage tracking
Important, not disqualifying — weighs 2× in arena scoring · no product fully delivers this yet
Status communication — stories about status communication in this arenaStatus communication· 2 items
Stories about status communication in this arena
- should-have
engineering leaderPublish a hosted public status page — custom domain, subscriber notifications — driven from incident state
Important, not disqualifying — weighs 2× in arena scoring · 1 of 5 products fully deliver this today
- nice-to-have
engineering leaderRun private or internal status pages with access control for customer-specific or employee-only audiences
Differentiator, not a dealbreaker — weighs 1× in arena scoring · 1 of 5 products fully deliver this today
Full evidence behind every verdict lives on the arena page and each product page — chips above deep-link straight to the judged story.