{ "meta": { "version": "3.0", "generated": "2026-04-24", "total_competitors": 28, "total_criteria": 92, "total_pillars": 9, "overall_score": 2.89, "source": "ai-sre-platform-benchmark-v3-final.xlsx", "self_assessed": true, "methodology_url": "/benchmark-methodology/", "disclosure": "Self-administered. Keel wrote the criteria, chose the weights and scored itself; competitors were scored from public documentation without hands-on testing. 83 of 92 criteria map to a Keel feature ID. Re-graded against running code Keel scores 2.39, not 2.89. A separate broader panel places Keel second, behind Datadog.", "honest_overall_score": 2.39 }, "verdict_map": { "3": { "label": "Robust", "rank": 3 }, "2": { "label": "Standard", "rank": 2 }, "1": { "label": "Partial", "rank": 1 }, "0": { "label": "Missing", "rank": 0 }, "?": { "label": "Unknown", "rank": -1 } }, "categories": [ { "slug": "pure-plays", "label": "AI SRE Pure-Plays", "featured_competitor_slug": "cleric" }, { "slug": "hyperscalers", "label": "Hyperscalers", "featured_competitor_slug": "azure-sre" }, { "slug": "obs-platforms", "label": "Observability Platforms", "featured_competitor_slug": "datadog" }, { "slug": "incident-mgmt", "label": "Incident Management", "featured_competitor_slug": "incident-io" }, { "slug": "workflow", "label": "Workflow Tools", "featured_competitor_slug": "nudgebee" }, { "slug": "open-source", "label": "Open-Source", "featured_competitor_slug": "opensre" } ], "competitors": [ { "name": "Keel", "slug": "keel", "category": "keel" }, { "name": "Cleric", "slug": "cleric", "category": "pure-plays" }, { "name": "Resolve", "slug": "resolve", "category": "pure-plays" }, { "name": "Traversal", "slug": "traversal", "category": "pure-plays" }, { "name": "NeuBird", "slug": "neubird", "category": "pure-plays" }, { "name": "Ciroos", "slug": "ciroos", "category": "pure-plays" }, { "name": "Sherlocks", "slug": "sherlocks", "category": "pure-plays" }, { "name": "Dash0", "slug": "dash0", "category": "pure-plays" }, { "name": "Anyshift", "slug": "anyshift", "category": "pure-plays" }, { "name": "Azure SRE", "slug": "azure-sre", "category": "hyperscalers" }, { "name": "Gemini CA", "slug": "gemini-ca", "category": "hyperscalers" }, { "name": "AWS Q", "slug": "aws-q", "category": "hyperscalers" }, { "name": "Datadog", "slug": "datadog", "category": "obs-platforms" }, { "name": "Dynatrace", "slug": "dynatrace", "category": "obs-platforms" }, { "name": "New Relic", "slug": "new-relic", "category": "obs-platforms" }, { "name": "Splunk", "slug": "splunk", "category": "obs-platforms" }, { "name": "Observe", "slug": "observe", "category": "obs-platforms" }, { "name": "Metoro", "slug": "metoro", "category": "obs-platforms" }, { "name": "Komodor", "slug": "komodor", "category": "obs-platforms" }, { "name": "incident.io", "slug": "incident-io", "category": "incident-mgmt" }, { "name": "Rootly", "slug": "rootly", "category": "incident-mgmt" }, { "name": "PagerDuty", "slug": "pagerduty", "category": "incident-mgmt" }, { "name": "FireHydrant", "slug": "firehydrant", "category": "incident-mgmt" }, { "name": "BetterStack", "slug": "betterstack", "category": "incident-mgmt" }, { "name": "Nudgebee", "slug": "nudgebee", "category": "workflow" }, { "name": "SRE.ai", "slug": "sre-ai", "category": "workflow" }, { "name": "Lightrun", "slug": "lightrun", "category": "workflow" }, { "name": "OpenSRE", "slug": "opensre", "category": "open-source" }, { "name": "Causely", "slug": "causely", "category": "open-source" } ], "overall": [ { "pillar": "Core AI & Investigation", "weight": 25, "keel_score": 3.0, "best_competitor": "Cleric (2.41)", "gap": "+0.59", "insight": "Match or beat top pure-plays. Neo4j + episodic memory + calibration form your moat." }, { "pillar": "LLM Gateway & Governance", "weight": 15, "keel_score": 3.0, "best_competitor": "Dash0 (1.83)", "gap": "+1.17", "insight": "CATEGORY-OF-ONE. Nobody ships this as a first-class concern. Lead with it in pitches." }, { "pillar": "Observability Depth", "weight": 15, "keel_score": 3.0, "best_competitor": "Observe (2.57)", "gap": "+0.43", "insight": "You ship the stack. Dynatrace/Splunk charge 300x for equivalent; obs pure-plays lack it." }, { "pillar": "Integrations", "weight": 10, "keel_score": 2.88, "best_competitor": "PagerDuty (2.47)", "gap": "+0.41", "insight": "Competitive on depth; behind on catalog breadth (PagerDuty ~700, you 8). Ship the Plugin Architecture (P-18)." }, { "pillar": "Deployment & Operations", "weight": 10, "keel_score": 3.0, "best_competitor": "OpenSRE (1.79)", "gap": "+1.21", "insight": "Docker + K8s Helm + Terraform AWS/GCP all shipped. Most competitors are SaaS-only." }, { "pillar": "Security & Compliance", "weight": 10, "keel_score": 2.0, "best_competitor": "Azure SRE (2.3)", "gap": "-0.3", "insight": "CONTAINER SECURITY STRONG. SOC2 Type II + ISO 27001 are the missing pieces \u2014 actual gap." }, { "pillar": "Human-in-the-Loop & Lifecycle", "weight": 5, "keel_score": 3.0, "best_competitor": "incident.io (2.5)", "gap": "+0.5", "insight": "5-state lifecycle + 3 resolution paths + postmortem. On par with incident.io." }, { "pillar": "Operator UI & UX", "weight": 5, "keel_score": 3.0, "best_competitor": "Dynatrace (2.23)", "gap": "+0.77", "insight": "Functionally complete. Commercial polish (Rootly) is 1-2 years ahead on fit-and-finish." }, { "pillar": "Cost & TCO", "weight": 5, "keel_score": 3.0, "best_competitor": "OpenSRE (3.0)", "gap": "+0.0", "insight": "UNRIVALED. $0 license + self-host + BYO-LLM is a category alone." } ], "pillars": [ { "slug": "core-ai-investigation", "name": "Core AI & Investigation", "weight_pct": 25, "criteria": [ { "criterion": "AI-powered Root Cause Analysis", "priority": "Critical", "feature_ref": "F-02", "scores": { "keel": { "rank": 3, "label": "Robust" }, "cleric": { "rank": 3, "label": "Robust" }, "resolve": { "rank": 3, "label": "Robust" }, "traversal": { "rank": 3, "label": "Robust" }, "neubird": { "rank": 3, "label": "Robust" }, "ciroos": { "rank": 3, "label": "Robust" }, "sherlocks": { "rank": 3, "label": "Robust" }, "dash0": { "rank": 3, "label": "Robust" }, "anyshift": { "rank": 3, "label": "Robust" }, "azure-sre": { "rank": 2, "label": "Standard" }, "gemini-ca": { "rank": 2, "label": "Standard" }, "aws-q": { "rank": 2, "label": "Standard" }, "datadog": { "rank": 3, "label": "Robust" }, "dynatrace": { "rank": 2, "label": "Standard" }, "new-relic": { "rank": 2, "label": "Standard" }, "splunk": { "rank": 1, "label": "Partial" }, "observe": { "rank": 2, "label": "Standard" }, "metoro": { "rank": 3, "label": "Robust" }, "komodor": { "rank": 3, "label": "Robust" }, "incident-io": { "rank": 2, "label": "Standard" }, "rootly": { "rank": 2, "label": "Standard" }, "pagerduty": { "rank": 2, "label": "Standard" }, "firehydrant": { "rank": 1, "label": "Partial" }, "betterstack": { "rank": 1, "label": "Partial" }, "nudgebee": { "rank": 2, "label": "Standard" }, "sre-ai": { "rank": 2, "label": "Standard" }, "lightrun": { "rank": 1, "label": "Partial" }, "opensre": { "rank": 2, "label": "Standard" }, "causely": { "rank": 2, "label": "Standard" } } }, { "criterion": "Multi-signal confidence scoring", "priority": "Critical", "feature_ref": "F-03", "scores": { "keel": { "rank": 3, "label": "Robust" }, "cleric": { "rank": 3, "label": "Robust" }, "resolve": { "rank": 2, "label": "Standard" }, "traversal": { "rank": 2, "label": "Standard" }, "neubird": { "rank": 2, "label": "Standard" }, "ciroos": { "rank": 2, "label": "Standard" }, "sherlocks": { "rank": 2, "label": "Standard" }, "dash0": { "rank": 2, "label": "Standard" }, "anyshift": { "rank": 2, "label": "Standard" }, "azure-sre": { "rank": 2, "label": "Standard" }, "gemini-ca": { "rank": 1, "label": "Partial" }, "aws-q": { "rank": 1, "label": "Partial" }, "datadog": { "rank": 2, "label": "Standard" }, "dynatrace": { "rank": 2, "label": "Standard" }, "new-relic": { "rank": 1, "label": "Partial" }, "splunk": { "rank": 1, "label": "Partial" }, "observe": { "rank": 2, "label": "Standard" }, "metoro": { "rank": 2, "label": "Standard" }, "komodor": { "rank": 2, "label": "Standard" }, "incident-io": { "rank": 2, "label": "Standard" }, "rootly": { "rank": 2, "label": "Standard" }, "pagerduty": { "rank": 1, "label": "Partial" }, "firehydrant": { "rank": 1, "label": "Partial" }, "betterstack": { "rank": 1, "label": "Partial" }, "nudgebee": { "rank": 1, "label": "Partial" }, "sre-ai": { "rank": 1, "label": "Partial" }, "lightrun": { "rank": 1, "label": "Partial" }, "opensre": { "rank": 2, "label": "Standard" }, "causely": { "rank": 2, "label": "Standard" } } }, { "criterion": "Confidence calibration from historical outcomes", "priority": "Critical", "feature_ref": "F-47", "scores": { "keel": { "rank": 3, "label": "Robust" }, "cleric": { "rank": 2, "label": "Standard" }, "resolve": { "rank": 2, "label": "Standard" }, "traversal": { "rank": 2, "label": "Standard" }, "neubird": { "rank": 2, "label": "Standard" }, "ciroos": { "rank": 1, "label": "Partial" }, "sherlocks": { "rank": 1, "label": "Partial" }, "dash0": { "rank": 1, "label": "Partial" }, "anyshift": { "rank": 2, "label": "Standard" }, "azure-sre": { "rank": 1, "label": "Partial" }, "gemini-ca": { "rank": 1, "label": "Partial" }, "aws-q": { "rank": 0, "label": "Missing" }, "datadog": { "rank": 2, "label": "Standard" }, "dynatrace": { "rank": 2, "label": "Standard" }, "new-relic": { "rank": 1, "label": "Partial" }, "splunk": { "rank": 1, "label": "Partial" }, "observe": { "rank": 1, "label": "Partial" }, "metoro": { "rank": 2, "label": "Standard" }, "komodor": { "rank": 2, "label": "Standard" }, "incident-io": { "rank": 2, "label": "Standard" }, "rootly": { "rank": 2, "label": "Standard" }, "pagerduty": { "rank": 1, "label": "Partial" }, "firehydrant": { "rank": 0, "label": "Missing" }, "betterstack": { "rank": 0, "label": "Missing" }, "nudgebee": { "rank": 1, "label": "Partial" }, "sre-ai": { "rank": 1, "label": "Partial" }, "lightrun": { "rank": 0, "label": "Missing" }, "opensre": { "rank": 2, "label": "Standard" }, "causely": { "rank": 2, "label": "Standard" } } }, { "criterion": "Evidence trail / step-by-step explainability", "priority": "Critical", "feature_ref": "F-06", "scores": { "keel": { "rank": 3, "label": "Robust" }, "cleric": { "rank": 3, "label": "Robust" }, "resolve": { "rank": 2, "label": "Standard" }, "traversal": { "rank": 2, "label": "Standard" }, "neubird": { "rank": 2, "label": "Standard" }, "ciroos": { "rank": 2, "label": "Standard" }, "sherlocks": { "rank": 2, "label": "Standard" }, "dash0": { "rank": 2, "label": "Standard" }, "anyshift": { "rank": 2, "label": "Standard" }, "azure-sre": { "rank": 2, "label": "Standard" }, "gemini-ca": { "rank": 2, "label": "Standard" }, "aws-q": { "rank": 1, "label": "Partial" }, "datadog": { "rank": 2, "label": "Standard" }, "dynatrace": { "rank": 3, "label": "Robust" }, "new-relic": { "rank": 2, "label": "Standard" }, "splunk": { "rank": 1, "label": "Partial" }, "observe": { "rank": 2, "label": "Standard" }, "metoro": { "rank": 2, "label": "Standard" }, "komodor": { "rank": 2, "label": "Standard" }, "incident-io": { "rank": 2, "label": "Standard" }, "rootly": { "rank": 2, "label": "Standard" }, "pagerduty": { "rank": 1, "label": "Partial" }, "firehydrant": { "rank": 1, "label": "Partial" }, "betterstack": { "rank": 1, "label": "Partial" }, "nudgebee": { "rank": 2, "label": "Standard" }, "sre-ai": { "rank": 1, "label": "Partial" }, "lightrun": { "rank": 2, "label": "Standard" }, "opensre": { "rank": 2, "label": "Standard" }, "causely": { "rank": 3, "label": "Robust" } } }, { "criterion": "Episodic memory / learning loop", "priority": "Critical", "feature_ref": "F-67", "scores": { "keel": { "rank": 3, "label": "Robust" }, "cleric": { "rank": 3, "label": "Robust" }, "resolve": { "rank": 3, "label": "Robust" }, "traversal": { "rank": 2, "label": "Standard" }, "neubird": { "rank": 3, "label": "Robust" }, "ciroos": { "rank": 2, "label": "Standard" }, "sherlocks": { "rank": 2, "label": "Standard" }, "dash0": { "rank": 2, "label": "Standard" }, "anyshift": { "rank": 2, "label": "Standard" }, "azure-sre": { "rank": 1, "label": "Partial" }, "gemini-ca": { "rank": 2, "label": "Standard" }, "aws-q": { "rank": 1, "label": "Partial" }, "datadog": { "rank": 2, "label": "Standard" }, "dynatrace": { "rank": 2, "label": "Standard" }, "new-relic": { "rank": 1, "label": "Partial" }, "splunk": { "rank": 1, "label": "Partial" }, "observe": { "rank": 2, "label": "Standard" }, "metoro": { "rank": 2, "label": "Standard" }, "komodor": { "rank": 2, "label": "Standard" }, "incident-io": { "rank": 2, "label": "Standard" }, "rootly": { "rank": 2, "label": "Standard" }, "pagerduty": { "rank": 1, "label": "Partial" }, "firehydrant": { "rank": 1, "label": "Partial" }, "betterstack": { "rank": 0, "label": "Missing" }, "nudgebee": { "rank": 1, "label": "Partial" }, "sre-ai": { "rank": 0, "label": "Missing" }, "lightrun": { "rank": 0, "label": "Missing" }, "opensre": { "rank": 3, "label": "Robust" }, "causely": { "rank": 2, "label": "Standard" } } }, { "criterion": "Service topology graph (Neo4j / graph DB)", "priority": "Critical", "feature_ref": "F-64", "scores": { "keel": { "rank": 3, "label": "Robust" }, "cleric": { "rank": 2, "label": "Standard" }, "resolve": { "rank": 3, "label": "Robust" }, "traversal": { "rank": 1, "label": "Partial" }, "neubird": { "rank": 2, "label": "Standard" }, "ciroos": { "rank": 2, "label": "Standard" }, "sherlocks": { "rank": 1, "label": "Partial" }, "dash0": { "rank": 2, "label": "Standard" }, "anyshift": { "rank": 3, "label": "Robust" }, "azure-sre": { "rank": 2, "label": "Standard" }, "gemini-ca": { "rank": 1, "label": "Partial" }, "aws-q": { "rank": 1, "label": "Partial" }, "datadog": { "rank": 1, "label": "Partial" }, "dynatrace": { "rank": 3, "label": "Robust" }, "new-relic": { "rank": 2, "label": "Standard" }, "splunk": { "rank": 2, "label": "Standard" }, "observe": { "rank": 3, "label": "Robust" }, "metoro": { "rank": 2, "label": "Standard" }, "komodor": { "rank": 3, "label": "Robust" }, "incident-io": { "rank": 1, "label": "Partial" }, "rootly": { "rank": 1, "label": "Partial" }, "pagerduty": { "rank": 1, "label": "Partial" }, "firehydrant": { "rank": 1, "label": "Partial" }, "betterstack": { "rank": 1, "label": "Partial" }, "nudgebee": { "rank": 1, "label": "Partial" }, "sre-ai": { "rank": 0, "label": "Missing" }, "lightrun": { "rank": 0, "label": "Missing" }, "opensre": { "rank": 3, "label": "Robust" }, "causely": { "rank": 3, "label": "Robust" } } }, { "criterion": "Correlation engine (temporal + causal)", "priority": "Standard", "feature_ref": "F-09", "scores": { "keel": { "rank": 3, "label": "Robust" }, "cleric": { "rank": 2, "label": "Standard" }, "resolve": { "rank": 2, "label": "Standard" }, "traversal": { "rank": 3, "label": "Robust" }, "neubird": { "rank": 3, "label": "Robust" }, "ciroos": { "rank": 3, "label": "Robust" }, "sherlocks": { "rank": 2, "label": "Standard" }, "dash0": { "rank": 2, "label": "Standard" }, "anyshift": { "rank": 2, "label": "Standard" }, "azure-sre": { "rank": 2, "label": "Standard" }, "gemini-ca": { "rank": 2, "label": "Standard" }, "aws-q": { "rank": 1, "label": "Partial" }, "datadog": { "rank": 3, "label": "Robust" }, "dynatrace": { "rank": 3, "label": "Robust" }, "new-relic": { "rank": 2, "label": "Standard" }, "splunk": { "rank": 2, "label": "Standard" }, "observe": { "rank": 2, "label": "Standard" }, "metoro": { "rank": 2, "label": "Standard" }, "komodor": { "rank": 2, "label": "Standard" }, "incident-io": { "rank": 2, "label": "Standard" }, "rootly": { "rank": 2, "label": "Standard" }, "pagerduty": { "rank": 2, "label": "Standard" }, "firehydrant": { "rank": 1, "label": "Partial" }, "betterstack": { "rank": 1, "label": "Partial" }, "nudgebee": { "rank": 2, "label": "Standard" }, "sre-ai": { "rank": 1, "label": "Partial" }, "lightrun": { "rank": 0, "label": "Missing" }, "opensre": { "rank": 2, "label": "Standard" }, "causely": { "rank": 3, "label": "Robust" } } }, { "criterion": "Context prioritization (top-N services, token budget)", "priority": "Standard", "feature_ref": "F-08", "scores": { "keel": { "rank": 3, "label": "Robust" }, "cleric": { "rank": 2, "label": "Standard" }, "resolve": { "rank": 2, "label": "Standard" }, "traversal": { "rank": 2, "label": "Standard" }, "neubird": { "rank": 1, "label": "Partial" }, "ciroos": { "rank": 1, "label": "Partial" }, "sherlocks": { "rank": 2, "label": "Standard" }, "dash0": { "rank": 2, "label": "Standard" }, "anyshift": { "rank": 2, "label": "Standard" }, "azure-sre": { "rank": 1, "label": "Partial" }, "gemini-ca": { "rank": 2, "label": "Standard" }, "aws-q": { "rank": 1, "label": "Partial" }, "datadog": { "rank": 2, "label": "Standard" }, "dynatrace": { "rank": 2, "label": "Standard" }, "new-relic": { "rank": 1, "label": "Partial" }, "splunk": { "rank": 1, "label": "Partial" }, "observe": { "rank": 2, "label": "Standard" }, "metoro": { "rank": 2, "label": "Standard" }, "komodor": { "rank": 2, "label": "Standard" }, "incident-io": { "rank": 1, "label": "Partial" }, "rootly": { "rank": 1, "label": "Partial" }, "pagerduty": { "rank": 1, "label": "Partial" }, "firehydrant": { "rank": 0, "label": "Missing" }, "betterstack": { "rank": 0, "label": "Missing" }, "nudgebee": { "rank": 1, "label": "Partial" }, "sre-ai": { "rank": 1, "label": "Partial" }, "lightrun": { "rank": 1, "label": "Partial" }, "opensre": { "rank": 1, "label": "Partial" }, "causely": { "rank": 1, "label": "Partial" } } }, { "criterion": "Runbook selection engine", "priority": "Standard", "feature_ref": "F-07", "scores": { "keel": { "rank": 3, "label": "Robust" }, "cleric": { "rank": 2, "label": "Standard" }, "resolve": { "rank": 2, "label": "Standard" }, "traversal": { "rank": 2, "label": "Standard" }, "neubird": { "rank": 2, "label": "Standard" }, "ciroos": { "rank": 2, "label": "Standard" }, "sherlocks": { "rank": 2, "label": "Standard" }, "dash0": { "rank": 2, "label": "Standard" }, "anyshift": { "rank": 1, "label": "Partial" }, "azure-sre": { "rank": 2, "label": "Standard" }, "gemini-ca": { "rank": 2, "label": "Standard" }, "aws-q": { "rank": 1, "label": "Partial" }, "datadog": { "rank": 2, "label": "Standard" }, "dynatrace": { "rank": 2, "label": "Standard" }, "new-relic": { "rank": 1, "label": "Partial" }, "splunk": { "rank": 2, "label": "Standard" }, "observe": { "rank": 1, "label": "Partial" }, "metoro": { "rank": 2, "label": "Standard" }, "komodor": { "rank": 2, "label": "Standard" }, "incident-io": { "rank": 3, "label": "Robust" }, "rootly": { "rank": 3, "label": "Robust" }, "pagerduty": { "rank": 3, "label": "Robust" }, "firehydrant": { "rank": 2, "label": "Standard" }, "betterstack": { "rank": 2, "label": "Standard" }, "nudgebee": { "rank": 3, "label": "Robust" }, "sre-ai": { "rank": 2, "label": "Standard" }, "lightrun": { "rank": 1, "label": "Partial" }, "opensre": { "rank": 2, "label": "Standard" }, "causely": { "rank": 1, "label": "Partial" } } }, { "criterion": "Blast radius analysis", "priority": "Standard", "feature_ref": "F-34", "scores": { "keel": { "rank": 3, "label": "Robust" }, "cleric": { "rank": 2, "label": "Standard" }, "resolve": { "rank": 2, "label": "Standard" }, 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"human-in-the-loop-lifecycle", "name": "Human-in-the-Loop & Lifecycle", "weight_pct": 5, "criteria": [ { "criterion": "Approval gate for high-priority incidents", "priority": "Critical", "feature_ref": "F-10", "scores": { "keel": { "rank": 3, "label": "Robust" }, "cleric": { "rank": 1, "label": "Partial" }, "resolve": { "rank": 2, "label": "Standard" }, "traversal": { "rank": 2, "label": "Standard" }, "neubird": { "rank": 2, "label": "Standard" }, "ciroos": { "rank": 2, "label": "Standard" }, "sherlocks": { "rank": 1, "label": "Partial" }, "dash0": { "rank": 1, "label": "Partial" }, "anyshift": { "rank": 1, "label": "Partial" }, "azure-sre": { "rank": 2, "label": "Standard" }, "gemini-ca": { "rank": 1, "label": "Partial" }, "aws-q": { "rank": 1, "label": "Partial" }, "datadog": { "rank": 1, "label": "Partial" }, "dynatrace": { "rank": 1, "label": "Partial" }, "new-relic": { "rank": 1, "label": "Partial" }, "splunk": { "rank": 1, "label": "Partial" }, "observe": { "rank": 1, "label": "Partial" }, "metoro": { "rank": 1, "label": "Partial" }, "komodor": { "rank": 1, "label": "Partial" }, "incident-io": { "rank": 2, "label": "Standard" }, "rootly": { "rank": 2, "label": "Standard" }, "pagerduty": { "rank": 2, "label": "Standard" }, "firehydrant": { "rank": 2, "label": "Standard" }, "betterstack": { "rank": 1, "label": "Partial" }, "nudgebee": { "rank": 3, "label": "Robust" }, "sre-ai": { "rank": 2, "label": "Standard" }, "lightrun": { "rank": 1, "label": "Partial" }, "opensre": { "rank": 2, "label": "Standard" }, "causely": { "rank": 1, "label": "Partial" } } }, { "criterion": "5-state incident lifecycle", "priority": "Standard", "feature_ref": "F-68", "scores": { "keel": { "rank": 3, "label": "Robust" }, "cleric": { "rank": 2, "label": "Standard" }, "resolve": { "rank": 2, "label": "Standard" }, "traversal": { "rank": 2, "label": "Standard" }, "neubird": { "rank": 2, "label": "Standard" }, "ciroos": { "rank": 2, "label": "Standard" }, "sherlocks": { "rank": 2, "label": "Standard" }, "dash0": { "rank": 1, "label": "Partial" }, "anyshift": { "rank": 1, "label": "Partial" }, "azure-sre": { "rank": 2, "label": "Standard" }, "gemini-ca": { "rank": 1, "label": "Partial" }, "aws-q": { "rank": 1, "label": "Partial" }, "datadog": { "rank": 2, "label": "Standard" }, "dynatrace": { "rank": 2, "label": "Standard" }, "new-relic": { "rank": 2, "label": "Standard" }, "splunk": { "rank": 2, "label": "Standard" }, "observe": { "rank": 2, "label": "Standard" }, "metoro": { "rank": 2, "label": "Standard" }, "komodor": { "rank": 2, "label": "Standard" }, "incident-io": { "rank": 3, "label": "Robust" }, "rootly": { "rank": 3, "label": "Robust" }, "pagerduty": { "rank": 3, "label": "Robust" }, "firehydrant": { "rank": 2, "label": "Standard" }, "betterstack": { "rank": 2, "label": "Standard" }, "nudgebee": { "rank": 2, "label": "Standard" }, "sre-ai": { "rank": 2, "label": "Standard" }, "lightrun": { "rank": 1, "label": "Partial" }, "opensre": { "rank": 2, "label": "Standard" }, "causely": { "rank": 1, "label": "Partial" } } }, { "criterion": "3 independent resolution paths (UI + webhook + OnCall)", "priority": "Standard", "feature_ref": "F-71", "scores": { "keel": { "rank": 3, "label": "Robust" }, "cleric": { "rank": 1, "label": "Partial" }, "resolve": { "rank": 1, "label": "Partial" }, "traversal": { "rank": 1, "label": "Partial" }, "neubird": { "rank": 1, "label": "Partial" }, "ciroos": { "rank": 1, "label": "Partial" }, "sherlocks": { "rank": 1, "label": "Partial" }, "dash0": { "rank": 1, "label": "Partial" }, "anyshift": { "rank": 1, "label": "Partial" }, "azure-sre": { "rank": 1, "label": "Partial" }, "gemini-ca": { "rank": 1, "label": "Partial" }, "aws-q": { "rank": 1, "label": "Partial" }, "datadog": { "rank": 1, "label": "Partial" }, "dynatrace": { "rank": 1, "label": "Partial" }, "new-relic": { "rank": 1, "label": "Partial" }, "splunk": { "rank": 1, "label": "Partial" }, "observe": { "rank": 1, "label": "Partial" }, "metoro": { "rank": 1, "label": "Partial" }, "komodor": { "rank": 1, "label": "Partial" }, "incident-io": { "rank": 3, "label": "Robust" }, "rootly": { "rank": 3, "label": "Robust" }, "pagerduty": { "rank": 3, "label": "Robust" }, "firehydrant": { "rank": 2, "label": "Standard" }, "betterstack": { "rank": 1, "label": "Partial" }, "nudgebee": { "rank": 2, "label": "Standard" }, "sre-ai": { "rank": 1, "label": "Partial" }, "lightrun": { "rank": 0, "label": "Missing" }, "opensre": { "rank": 1, "label": "Partial" }, "causely": { "rank": 1, "label": "Partial" } } }, { "criterion": "Auto-generated postmortem on closure", "priority": "Critical", "feature_ref": "F-63", "scores": { "keel": { "rank": 3, "label": "Robust" }, "cleric": { "rank": 2, "label": "Standard" }, "resolve": { "rank": 2, "label": "Standard" }, "traversal": { "rank": 2, "label": "Standard" }, "neubird": { "rank": 2, "label": "Standard" }, "ciroos": { "rank": 1, "label": "Partial" }, "sherlocks": { "rank": 1, "label": "Partial" }, "dash0": { "rank": 2, "label": "Standard" }, "anyshift": { "rank": 1, "label": "Partial" }, "azure-sre": { "rank": 1, "label": "Partial" }, "gemini-ca": { "rank": 2, "label": "Standard" }, "aws-q": { "rank": 1, "label": "Partial" }, "datadog": { "rank": 2, "label": "Standard" }, "dynatrace": { "rank": 1, "label": "Partial" }, "new-relic": { "rank": 1, "label": "Partial" }, "splunk": { "rank": 1, "label": "Partial" }, "observe": { "rank": 1, "label": "Partial" }, "metoro": { "rank": 1, "label": "Partial" }, "komodor": { "rank": 1, "label": "Partial" }, "incident-io": { "rank": 3, "label": "Robust" }, "rootly": { "rank": 3, "label": "Robust" }, "pagerduty": { "rank": 2, "label": "Standard" }, "firehydrant": { "rank": 2, "label": "Standard" }, "betterstack": { "rank": 1, "label": "Partial" }, "nudgebee": { "rank": 2, "label": "Standard" }, "sre-ai": { "rank": 1, "label": "Partial" }, "lightrun": { "rank": 0, "label": "Missing" }, "opensre": { "rank": 2, "label": "Standard" }, "causely": { "rank": 1, "label": "Partial" } } }, { "criterion": "Jira auto-transition on resolution", "priority": "Standard", "feature_ref": "F-70", "scores": { "keel": { "rank": 3, "label": "Robust" }, "cleric": { "rank": 1, "label": "Partial" }, "resolve": { "rank": 2, "label": "Standard" }, "traversal": { "rank": 1, "label": "Partial" }, "neubird": { "rank": 1, "label": "Partial" }, "ciroos": { "rank": 1, "label": "Partial" }, "sherlocks": { "rank": 1, "label": "Partial" }, "dash0": { "rank": 1, "label": "Partial" }, "anyshift": { "rank": 1, "label": "Partial" }, "azure-sre": { "rank": 1, "label": "Partial" }, "gemini-ca": { "rank": 1, "label": "Partial" }, "aws-q": { "rank": 1, "label": "Partial" }, "datadog": { "rank": 1, "label": "Partial" }, "dynatrace": { "rank": 1, "label": "Partial" }, "new-relic": { "rank": 1, "label": "Partial" }, "splunk": { "rank": 1, "label": "Partial" }, "observe": { "rank": 1, "label": "Partial" }, "metoro": { "rank": 1, "label": "Partial" }, "komodor": { "rank": 1, "label": "Partial" }, "incident-io": { "rank": 2, "label": "Standard" }, "rootly": { "rank": 2, "label": "Standard" }, "pagerduty": { "rank": 2, "label": "Standard" }, "firehydrant": { "rank": 2, "label": "Standard" }, "betterstack": { "rank": 1, "label": "Partial" }, "nudgebee": { "rank": 1, "label": "Partial" }, "sre-ai": { "rank": 1, "label": "Partial" }, "lightrun": { "rank": 1, "label": "Partial" }, "opensre": { "rank": 1, "label": "Partial" }, "causely": { "rank": 1, "label": "Partial" } } }, { "criterion": "OnCall bidirectional webhook integration", "priority": "Standard", "feature_ref": "F-72", "scores": { "keel": { "rank": 3, "label": "Robust" }, "cleric": { "rank": 1, "label": "Partial" }, "resolve": { "rank": 1, "label": "Partial" }, "traversal": { "rank": 1, "label": "Partial" }, "neubird": { "rank": 1, "label": "Partial" }, "ciroos": { "rank": 1, "label": "Partial" }, "sherlocks": { "rank": 1, "label": "Partial" }, "dash0": { "rank": 1, "label": "Partial" }, "anyshift": { "rank": 1, "label": "Partial" }, "azure-sre": { "rank": 1, "label": "Partial" }, "gemini-ca": { "rank": 1, "label": "Partial" }, "aws-q": { "rank": 1, "label": "Partial" }, "datadog": { "rank": 1, "label": "Partial" }, "dynatrace": { "rank": 1, "label": "Partial" }, "new-relic": { "rank": 1, "label": "Partial" }, "splunk": { "rank": 1, "label": "Partial" }, "observe": { "rank": 1, "label": "Partial" }, "metoro": { "rank": 1, "label": "Partial" }, "komodor": { "rank": 1, "label": "Partial" }, "incident-io": { "rank": 2, "label": "Standard" }, "rootly": { "rank": 2, "label": "Standard" }, "pagerduty": { "rank": 3, "label": "Robust" }, "firehydrant": { "rank": 2, "label": "Standard" }, "betterstack": { "rank": 1, "label": "Partial" }, "nudgebee": { "rank": 1, "label": "Partial" }, "sre-ai": { "rank": 1, "label": "Partial" }, "lightrun": { "rank": 0, "label": "Missing" }, "opensre": { "rank": 1, "label": "Partial" }, "causely": { "rank": 1, "label": "Partial" } } }, { "criterion": "Remediation execution engine (plan / dry-run / execute / rollback)", "priority": "Critical", "feature_ref": "F-82", "scores": { "keel": { "rank": 3, "label": "Robust" }, "cleric": { "rank": 1, "label": "Partial" }, "resolve": { "rank": 1, "label": "Partial" }, "traversal": { "rank": 1, "label": "Partial" }, "neubird": { "rank": 1, "label": "Partial" }, "ciroos": { "rank": 1, "label": "Partial" }, "sherlocks": { "rank": 1, "label": "Partial" }, "dash0": { "rank": 0, "label": "Missing" }, "anyshift": { "rank": 1, "label": "Partial" }, "azure-sre": { "rank": 1, "label": "Partial" }, "gemini-ca": { "rank": 0, "label": "Missing" }, "aws-q": { "rank": 0, "label": "Missing" }, "datadog": { "rank": 1, "label": "Partial" }, "dynatrace": { "rank": 1, "label": "Partial" }, "new-relic": { "rank": 1, "label": "Partial" }, "splunk": { "rank": 1, "label": "Partial" }, "observe": { "rank": 0, "label": "Missing" }, "metoro": { "rank": 0, "label": "Missing" }, "komodor": { "rank": 1, "label": "Partial" }, "incident-io": { "rank": 2, "label": "Standard" }, "rootly": { "rank": 1, "label": "Partial" }, "pagerduty": { "rank": 1, "label": "Partial" }, "firehydrant": { "rank": 1, "label": "Partial" }, "betterstack": { "rank": 0, "label": "Missing" }, "nudgebee": { "rank": 1, "label": "Partial" }, "sre-ai": { "rank": 0, "label": "Missing" }, "lightrun": { "rank": 0, "label": "Missing" }, "opensre": { "rank": 1, "label": "Partial" }, "causely": { "rank": 1, "label": "Partial" } } } ] }, { "slug": "operator-ui-ux", "name": "Operator UI & UX", "weight_pct": 5, "criteria": [ { "criterion": "Unified operator dashboard (single pane)", "priority": "Critical", "feature_ref": "F-55", "scores": { "keel": { "rank": 3, "label": "Robust" }, "cleric": { "rank": 2, "label": "Standard" }, "resolve": { "rank": 2, "label": "Standard" }, "traversal": { "rank": 2, "label": "Standard" }, "neubird": { "rank": 2, "label": "Standard" }, "ciroos": { "rank": 2, "label": "Standard" }, "sherlocks": { "rank": 2, "label": "Standard" }, "dash0": { "rank": 2, "label": "Standard" }, "anyshift": { "rank": 2, "label": "Standard" }, "azure-sre": { "rank": 3, "label": "Robust" }, "gemini-ca": { "rank": 3, "label": "Robust" }, "aws-q": { "rank": 2, "label": "Standard" }, "datadog": { "rank": 3, "label": "Robust" }, "dynatrace": { "rank": 3, "label": "Robust" }, "new-relic": { "rank": 3, "label": "Robust" }, "splunk": { "rank": 3, "label": "Robust" }, "observe": { "rank": 3, "label": "Robust" }, "metoro": { "rank": 2, "label": "Standard" }, "komodor": { "rank": 2, "label": "Standard" }, "incident-io": { "rank": 3, "label": "Robust" }, "rootly": { "rank": 3, "label": "Robust" }, "pagerduty": { "rank": 3, "label": "Robust" }, "firehydrant": { "rank": 3, "label": "Robust" }, "betterstack": { "rank": 3, "label": "Robust" }, "nudgebee": { "rank": 2, "label": "Standard" }, "sre-ai": { "rank": 2, "label": "Standard" }, "lightrun": { "rank": 2, "label": "Standard" }, "opensre": { "rank": 2, "label": "Standard" }, "causely": { "rank": 2, "label": "Standard" } } }, { "criterion": "Real-time SSE streaming (no polling)", "priority": "Standard", "feature_ref": "F-65", "scores": { "keel": { "rank": 3, "label": "Robust" }, "cleric": { "rank": 2, "label": "Standard" }, "resolve": { "rank": 2, "label": "Standard" }, "traversal": { "rank": 1, "label": "Partial" }, "neubird": { "rank": 1, "label": "Partial" }, "ciroos": { "rank": 1, "label": "Partial" }, "sherlocks": { "rank": 1, "label": "Partial" }, "dash0": { "rank": 2, "label": "Standard" }, "anyshift": { "rank": 1, "label": "Partial" }, "azure-sre": { "rank": 1, "label": "Partial" }, "gemini-ca": { "rank": 1, "label": "Partial" }, "aws-q": { "rank": 1, "label": "Partial" }, "datadog": { "rank": 2, "label": "Standard" }, "dynatrace": { "rank": 2, "label": "Standard" }, "new-relic": { "rank": 2, "label": "Standard" }, "splunk": { "rank": 1, "label": "Partial" }, "observe": { "rank": 1, "label": "Partial" }, "metoro": { "rank": 1, "label": "Partial" }, "komodor": { "rank": 1, "label": "Partial" }, "incident-io": { "rank": 2, "label": "Standard" }, "rootly": { "rank": 2, "label": "Standard" }, "pagerduty": { "rank": 2, "label": "Standard" }, "firehydrant": { "rank": 1, "label": "Partial" }, "betterstack": { "rank": 2, "label": "Standard" }, "nudgebee": { "rank": 1, "label": "Partial" }, "sre-ai": { "rank": 1, "label": "Partial" }, "lightrun": { "rank": 1, "label": "Partial" }, "opensre": { "rank": 1, "label": "Partial" }, "causely": { "rank": 1, "label": "Partial" } } }, { "criterion": "Incident timeline visualization", "priority": "Standard", "feature_ref": "F-66", "scores": { "keel": { "rank": 3, "label": "Robust" }, "cleric": { "rank": 2, "label": "Standard" }, "resolve": { "rank": 2, "label": "Standard" }, "traversal": { "rank": 2, "label": "Standard" }, "neubird": { "rank": 2, "label": "Standard" }, "ciroos": { "rank": 2, "label": "Standard" }, "sherlocks": { "rank": 2, "label": "Standard" }, "dash0": { "rank": 2, "label": "Standard" }, "anyshift": { "rank": 2, "label": "Standard" }, "azure-sre": { "rank": 2, "label": "Standard" }, "gemini-ca": { "rank": 1, "label": "Partial" }, "aws-q": { "rank": 1, "label": "Partial" }, "datadog": { "rank": 2, "label": "Standard" }, "dynatrace": { "rank": 2, "label": "Standard" }, "new-relic": { "rank": 2, "label": "Standard" }, "splunk": { "rank": 2, "label": "Standard" }, "observe": { "rank": 1, "label": "Partial" }, "metoro": { "rank": 2, "label": "Standard" }, "komodor": { "rank": 2, "label": "Standard" }, "incident-io": { "rank": 3, "label": "Robust" }, "rootly": { "rank": 3, "label": "Robust" }, "pagerduty": { "rank": 3, "label": "Robust" }, "firehydrant": { "rank": 2, "label": "Standard" }, "betterstack": { "rank": 2, "label": "Standard" }, "nudgebee": { "rank": 2, "label": "Standard" }, "sre-ai": { "rank": 2, "label": "Standard" }, "lightrun": { "rank": 1, "label": "Partial" }, "opensre": { "rank": 2, "label": "Standard" }, "causely": { "rank": 2, "label": "Standard" } } }, { "criterion": "Interactive service topology graph (vis.js / similar)", "priority": "Standard", "feature_ref": "F-64", "scores": { "keel": { "rank": 3, "label": "Robust" }, "cleric": { "rank": 1, "label": "Partial" }, "resolve": { "rank": 2, "label": "Standard" }, "traversal": { "rank": 1, "label": "Partial" }, "neubird": { "rank": 2, "label": "Standard" }, "ciroos": { "rank": 2, "label": "Standard" }, "sherlocks": { "rank": 1, "label": "Partial" }, "dash0": { "rank": 2, "label": "Standard" }, "anyshift": { "rank": 3, "label": "Robust" }, "azure-sre": { "rank": 1, "label": "Partial" }, "gemini-ca": { "rank": 1, "label": "Partial" }, "aws-q": { "rank": 1, "label": "Partial" }, "datadog": { "rank": 2, "label": "Standard" }, "dynatrace": { "rank": 3, "label": "Robust" }, "new-relic": { "rank": 2, "label": "Standard" }, "splunk": { "rank": 2, "label": "Standard" }, "observe": { "rank": 3, "label": "Robust" }, "metoro": { "rank": 2, "label": "Standard" }, "komodor": { "rank": 3, "label": "Robust" }, "incident-io": { "rank": 1, "label": "Partial" }, "rootly": { "rank": 1, "label": "Partial" }, "pagerduty": { "rank": 1, "label": "Partial" }, "firehydrant": { "rank": 1, "label": "Partial" }, "betterstack": { "rank": 1, "label": "Partial" }, "nudgebee": { "rank": 1, "label": "Partial" }, "sre-ai": { "rank": 0, "label": "Missing" }, "lightrun": { "rank": 0, "label": "Missing" }, "opensre": { "rank": 2, "label": "Standard" }, "causely": { "rank": 3, "label": "Robust" } } }, { "criterion": "Kanban pipeline view", "priority": "Standard", "feature_ref": "F-55", "scores": { "keel": { "rank": 3, "label": "Robust" }, "cleric": { "rank": 1, "label": "Partial" }, "resolve": { "rank": 1, "label": "Partial" }, "traversal": { "rank": 1, "label": "Partial" }, "neubird": { "rank": 1, "label": "Partial" }, "ciroos": { "rank": 1, "label": "Partial" }, "sherlocks": { "rank": 1, "label": "Partial" }, "dash0": { "rank": 1, "label": "Partial" }, "anyshift": { "rank": 1, "label": "Partial" }, "azure-sre": { "rank": 2, "label": "Standard" }, "gemini-ca": { "rank": 1, "label": "Partial" }, "aws-q": { "rank": 1, "label": "Partial" }, "datadog": { "rank": 1, "label": "Partial" }, "dynatrace": { "rank": 1, "label": "Partial" }, "new-relic": { "rank": 1, "label": "Partial" }, "splunk": { "rank": 1, "label": "Partial" }, "observe": { "rank": 1, "label": "Partial" }, "metoro": { "rank": 1, "label": "Partial" }, "komodor": { "rank": 1, "label": "Partial" }, "incident-io": { "rank": 3, "label": "Robust" }, "rootly": { "rank": 3, "label": "Robust" }, "pagerduty": { "rank": 2, "label": "Standard" }, "firehydrant": { "rank": 2, "label": "Standard" }, "betterstack": { "rank": 2, "label": "Standard" }, "nudgebee": { "rank": 2, "label": "Standard" }, "sre-ai": { "rank": 2, "label": "Standard" }, "lightrun": { "rank": 1, "label": "Partial" }, "opensre": { "rank": 1, "label": "Partial" }, "causely": { "rank": 1, "label": "Partial" } } }, { "criterion": "Built-in Grafana dashboards (auto-provisioned)", "priority": "Standard", "feature_ref": "F-40", "scores": { "keel": { "rank": 3, "label": "Robust" }, "cleric": { "rank": 0, "label": "Missing" }, "resolve": { "rank": 0, "label": "Missing" }, "traversal": { "rank": 0, "label": "Missing" }, "neubird": { "rank": 1, "label": "Partial" }, "ciroos": { "rank": 0, "label": "Missing" }, "sherlocks": { "rank": 0, "label": "Missing" }, "dash0": { "rank": 2, "label": "Standard" }, "anyshift": { "rank": 0, "label": "Missing" }, "azure-sre": { "rank": 0, "label": "Missing" }, "gemini-ca": { "rank": 0, "label": "Missing" }, "aws-q": { "rank": 0, "label": "Missing" }, "datadog": { "rank": 2, "label": "Standard" }, "dynatrace": { "rank": 2, "label": "Standard" }, "new-relic": { "rank": 2, "label": "Standard" }, "splunk": { "rank": 2, "label": "Standard" }, "observe": { "rank": 2, "label": "Standard" }, "metoro": { "rank": 2, "label": "Standard" }, "komodor": { "rank": 2, "label": "Standard" }, "incident-io": { "rank": 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"Missing" }, "azure-sre": { "rank": 0, "label": "Missing" }, "gemini-ca": { "rank": 0, "label": "Missing" }, "aws-q": { "rank": 0, "label": "Missing" }, "datadog": { "rank": 1, "label": "Partial" }, "dynatrace": { "rank": 1, "label": "Partial" }, "new-relic": { "rank": 1, "label": "Partial" }, "splunk": { "rank": 1, "label": "Partial" }, "observe": { "rank": 0, "label": "Missing" }, "metoro": { "rank": 0, "label": "Missing" }, "komodor": { "rank": 0, "label": "Missing" }, "incident-io": { "rank": 0, "label": "Missing" }, "rootly": { "rank": 0, "label": "Missing" }, "pagerduty": { "rank": 0, "label": "Missing" }, "firehydrant": { "rank": 0, "label": "Missing" }, "betterstack": { "rank": 0, "label": "Missing" }, "nudgebee": { "rank": 0, "label": "Missing" }, "sre-ai": { "rank": 0, "label": "Missing" }, "lightrun": { "rank": 0, "label": "Missing" }, "opensre": { "rank": 1, "label": "Partial" }, "causely": { "rank": 0, "label": "Missing" } } } ] }, { "slug": "cost-tco", "name": "Cost & 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