Measure swarm · Anomaly-Detection Agent · Severity-routing skill · Build pillar · Published July 10, 2026

How to build multi-stream severity routing for multi-location anomaly-detection and compliance ops

This guide explains how to architect the severity-routing skill on the anomaly-detection agent end-to-end at multi-location franchise + multi-stream compliance ops scale: per-portfolio per-location per-anomaly per-canonical-per-stream-severity-classification + per-per-compliance-class-override + per-per-routing-destination-map + per-per-escalation-chain-spec + per-per-cross-stream-deduplication + per-per-cross-stream-correlation + per-per-route-explainability + per-per-route-FBC-feedback + per-per-route-audit-trail + per-portfolio audit-trail.

Engage the anomaly-detection agent See the 32-agent swarm

What you will build

Per-portfolio per-canonical-per-stream-severity-classification across per-P0-life-safety-compliance-violation + per-P1-revenue-impacting + per-P2-customer-experience-impacting + per-P3-operations-impacting + per-P4-informational tier + per-organic-search + per-paid-search + per-paid-social + per-reviews + per-social + per-foot-traffic + per-receipts + per-calls + per-chat + per-email + per-app + per-compliance stream + per-multi-LLM-classification + per-confidence + per-explainability + per-baseline.
Per-canonical-per-compliance-class-override — per-HIPAA-violation-auto-P0 + per-FDA-FSMA-violation-auto-P0 + per-FINRA-violation-auto-P0 + per-CFPB-violation-auto-P0 + per-FTC-violation-auto-P0 + per-TCPA-violation-auto-P0 + per-CCPA-CPRA-violation-auto-P0 + per-GDPR-violation-auto-P0 + per-PIPEDA-violation-auto-P0 + per-CASL-violation-auto-P0 + per-FDD-Item-12-territorial-rights-violation-auto-P1 + per-FDD-Item-19-financial-performance-violation-auto-P1 + per-cannabis-per-state-violation-auto-P0 + per-OSHA-violation-auto-P0 + per-EPA-violation-auto-P0 + per-policy-as-code-OPA-Cedar-Casbin-Cerbos-Oso.
Per-canonical-per-routing-destination-map — per-PagerDuty + per-Opsgenie + per-VictorOps + per-Squadcast + per-Slack-channel + per-Teams-channel + per-email + per-SMS + per-call + per-Jira + per-Linear + per-Zendesk + per-ServiceNow + per-on-call-pager + per-CEO-CMO-CCO-direct-call + per-portfolio-legal-team + per-incident-Slack-war-room + per-HIPAA-compliance-officer + per-FDA-regulatory-affairs + per-FINRA-compliance-team + per-CCPA-privacy-officer + per-GDPR-DPO + per-franchisor-legal.
Per-canonical-per-escalation-chain-spec — per-SLA + per-auto-page + per-auto-acknowledge + per-auto-resolve + per-tier-hop + per-tier-hop-timeout + per-tier-hop-fallback + per-business-hours + per-after-hours + per-weekend + per-holiday.
Per-canonical-per-cross-stream-deduplication + per-cross-stream-correlation — per-fingerprint + per-window + per-confidence + per-grouping + per-incident-merge + per-cross-vendor + per-cross-correlation-coefficient + per-Granger-causality + per-mutual-information + per-transfer-entropy + per-DTW.
Per-canonical-per-route-explainability + per-FBC-feedback + per-audit-trail — per-SHAP + per-LIME + per-feature-importance + per-attribution-graph + per-causal-DAG + per-multi-LLM-narrative + per-chain-of-thought + per-FBC-per-incident-feedback + per-threshold-tuning + per-pattern-learning + per-false-positive-pattern-learning + per-alert-fatigue-detection + per-alert-fatigue-throttling + per-per-route-canonical-audit-record + per-FCC-TCPA + per-CASL-CRTC + per-PIPEDA-OPC + per-GDPR-DPIA + per-CCPA-CPRA-DSAR + per-FDD-Item-12-attestation-export + per-immutable-WORM-storage.

Why per-vendor-PagerDuty-account-level-routing breaks at multi-location-multi-stream franchise compliance ops scale

Per-vendor-PagerDuty-canonical-account-level-routing ships per-account per-service per-escalation-policy per-on-call-schedule primitive. Per-vendor-Opsgenie + VictorOps + xMatters + FireHydrant + Rootly + Incident.io + BetterStack + Squadcast + Splunk-On-Call-canonical-account-level-routing ship per-vendor per-native account-level routing primitives.

At 1-service-1-escalation-policy-1-on-call-schedule scale per-account per-service per-escalation-policy per-on-call-schedule primitive is enough. At multi-location-multi-stream franchise compliance ops scale per-per-stream-severity-classification + per-per-compliance-class-override + per-per-routing-destination-map + per-per-escalation-chain-spec + per-per-cross-stream-deduplication + per-per-cross-stream-correlation + per-per-route-explainability + per-per-route-FBC-feedback + per-per-route-audit-trail + per-per-route-FDD-Item-12-attestation + per-per-route-multi-format-export.

Per-account-level-routing + per-per-stream-severity-classification-blind + per-per-compliance-class-override-blind + per-cross-stream-deduplication-blind + per-cross-stream-correlation-blind + per-explainability-blind + per-FBC-feedback-blind + per-FDD-Item-12-attestation-blind + per-multi-format-audit-trail-blind.

The operator-side architecture above per-vendor-incident-management primitive is canonical-per-stream-severity-classification + per-per-compliance-class-override + per-per-routing-destination-map + per-per-escalation-chain-spec + per-per-cross-stream-deduplication + per-per-cross-stream-correlation + per-per-route-explainability + per-per-route-FBC-feedback + per-per-route-audit-trail + per-portfolio-audit-trail.

What is in market today

Per-platform per-incident-management-vendor

PagerDuty, Opsgenie, VictorOps (Splunk On-Call), xMatters, FireHydrant, Rootly, Incident.io, BetterStack, Squadcast, BigPanda, Moogsoft, ServiceNow ITOM, Datadog Incident Management. Per-account per-service per-escalation-policy per-on-call-schedule primitive. Per-canonical-per-stream-severity-classification-canonical-per-compliance-class-override-canonical-per-routing-destination-map-canonical-per-escalation-chain-canonical-per-cross-stream-deduplication-canonical-per-cross-stream-correlation-canonical-per-route-explainability-canonical-per-route-FBC-feedback-canonical-per-route-audit-trail is not the primitive.

Per-platform per-alert-deduplication-vendor

BigPanda, Moogsoft, Datadog Watchdog, Splunk IT Service Intelligence, Dynatrace Davis AI, Honeycomb BubbleUp, Lightstep Change Intelligence. Per-account per-alert per-fingerprint primitive. Per-canonical-per-cross-stream-deduplication-canonical-per-cross-stream-fingerprint-canonical-per-cross-stream-dedup-window-canonical-per-cross-stream-dedup-confidence-canonical-per-cross-stream-dedup-grouping-canonical-per-cross-stream-dedup-incident-merge-canonical-per-cross-stream-dedup-cross-vendor is not the primitive.

Per-platform per-compliance-management-vendor

OneTrust, TrustArc, Compliance.ai, Vanta, Drata, Secureframe, Tugboat Logic, LogicGate, MetricStream, ServiceNow GRC, Compyl. Per-account per-control per-evidence primitive. Per-canonical-per-compliance-class-override-canonical-per-HIPAA-FDA-FSMA-FINRA-CFPB-FTC-TCPA-CCPA-CPRA-GDPR-PIPEDA-CASL-FDD-Item-12-cannabis-OSHA-EPA-auto-P0-P1-override-canonical-policy-as-code-OPA-Cedar-Casbin-Cerbos-Oso is not the primitive.

Per-platform per-policy-engine-vendor

Open Policy Agent (OPA Rego), AWS Cedar, Casbin, Cerbos, Oso, Styra DAS, Permit.io, Authzed SpiceDB, AuthZed, AuthZForce. Per-account per-policy-bundle primitive. Per-canonical-per-route-policy-bundle-canonical-versioning-canonical-rollback-canonical-A/B-test-canonical-tracing-canonical-decision-explainability-canonical-per-compliance-class-override is not the primitive.

How the architecture is built

Per-portfolio per-canonical-per-stream-severity-classification-substrate. Per-P0 + per-P1 + per-P2 + per-P3 + per-P4 + per-organic-search + per-paid-search + per-paid-social + per-reviews + per-social + per-foot-traffic + per-receipts + per-calls + per-chat + per-email + per-app + per-compliance stream + per-multi-LLM-classification + per-confidence + per-explainability + per-baseline canonical-tier.
Per-portfolio per-canonical-per-compliance-class-override. Per-HIPAA + per-FDA-FSMA + per-FINRA + per-CFPB + per-FTC + per-TCPA + per-CCPA-CPRA + per-GDPR + per-PIPEDA + per-CASL + per-FDD-Item-12-territorial-rights + per-FDD-Item-19-financial-performance + per-cannabis-per-state + per-OSHA + per-EPA + per-policy-as-code-OPA-Cedar-Casbin-Cerbos-Oso canonical-override.
Per-portfolio per-canonical-per-routing-destination-map. Per-PagerDuty + per-Opsgenie + per-VictorOps + per-Squadcast + per-Slack + per-Teams + per-email + per-SMS + per-call + per-Jira + per-Linear + per-Zendesk + per-ServiceNow + per-on-call-pager + per-CEO-CMO-CCO + per-portfolio-legal + per-incident-Slack-war-room + per-HIPAA-compliance-officer + per-FDA-regulatory-affairs + per-FINRA-compliance-team + per-CCPA-privacy-officer + per-GDPR-DPO + per-franchisor-legal canonical-destination.
Per-portfolio per-canonical-per-escalation-chain-spec. Per-SLA + per-auto-page + per-auto-acknowledge + per-auto-resolve + per-tier-hop + per-tier-hop-timeout + per-tier-hop-fallback + per-business-hours + per-after-hours + per-weekend + per-holiday canonical-escalation.
Per-portfolio per-canonical-per-cross-stream-deduplication. Per-fingerprint + per-window + per-confidence + per-grouping + per-incident-merge + per-cross-vendor canonical-dedup.
Per-portfolio per-canonical-per-cross-stream-correlation. Per-cross-correlation-coefficient + per-Granger-causality + per-mutual-information + per-transfer-entropy + per-dynamic-time-warping canonical-correlation.
Per-portfolio per-canonical-per-route-explainability. Per-SHAP + per-LIME + per-feature-importance + per-attribution-graph + per-causal-DAG + per-multi-LLM-narrative + per-chain-of-thought canonical-explainability.
Per-portfolio per-canonical-per-route-FBC-feedback. Per-FBC-per-incident + per-threshold-tuning + per-pattern-learning + per-false-positive-pattern-learning + per-alert-fatigue-detection + per-alert-fatigue-throttling canonical-FBC.
Per-portfolio per-canonical-per-route-audit-trail + per-portfolio-audit-trail. Per-route-canonical-audit-record + per-FCC-TCPA + per-CASL-CRTC + per-PIPEDA-OPC + per-GDPR-DPIA + per-CCPA-CPRA-DSAR + per-FDD-Item-12-attestation-export + per-immutable-WORM canonical-audit.
Per-portfolio per-anomaly-detection-agent-canonical-bundle. Per-cross-stream-correlation + per-root-cause-analysis-software + per-nine-stream-marketing-anomaly-coverage + per-two-sigma-outlier-flagging + per-alert-noise-reduction + per-auto-remediation-low-risk-drift + per-multi-tool-alert-deduplication + per-multi-location-marketing-forecasting + per-multi-location-crisis-detection canonical-bundle.
Per-portfolio per-canonical-cross-skill-flow-emission. Per-cross-stream-correlation emits → per-severity-routing consumes → per-alert-noise-reduction consumes → per-auto-remediation consumes (if severity ≤ P3 + low-risk).
Per-portfolio per-portfolio-audit-trail-immutable-storage. Per-CSV-export + per-tamper-evident-hash-chain canonical-immutable.
Per-portfolio per-canonical-per-route-end-to-end-replay. Per-replay-spec + per-replay-trace + per-replay-decision canonical-replay.

Frequently asked questions

What is multi-stream severity routing for multi-location anomaly-detection and compliance ops?

Multi-stream severity routing runs per-portfolio per-location per-anomaly per-canonical-per-stream-severity-classification (per-P0-life-safety-compliance-violation + per-P1-revenue-impacting + per-P2-customer-experience-impacting + per-P3-operations-impacting + per-P4-informational per-canonical-tier) + per-canonical-per-compliance-class-override (per-HIPAA-violation-override + per-FDA-FSMA-violation-override + per-FINRA-violation-override + per-CFPB-violation-override + per-FTC-violation-override + per-TCPA-violation-override + per-CCPA-CPRA-violation-override + per-GDPR-violation-override + per-PIPEDA-violation-override + per-CASL-violation-override + per-FDD-Item-12-territorial-rights-violation-override + per-FDD-Item-19-financial-performance-violation-override + per-cannabis-per-state-override + per-OSHA-violation-override + per-EPA-violation-override per-canonical-compliance-class) + per-canonical-per-routing-destination-map (per-PagerDuty-spec + per-Opsgenie-spec + per-VictorOps-spec + per-Squadcast-spec + per-Slack-channel-spec + per-Teams-channel-spec + per-email-spec + per-SMS-spec + per-call-spec + per-Jira-spec + per-Linear-spec + per-Zendesk-spec + per-ServiceNow-spec per-canonical-destination) + per-canonical-per-escalation-chain-spec + per-canonical-per-cross-stream-deduplication + per-canonical-per-cross-stream-correlation + per-canonical-per-route-explainability + per-canonical-per-route-FBC-feedback + per-canonical-per-route-audit-trail + per-portfolio audit-trail.

Why does per-vendor-PagerDuty-canonical-account-level-routing break at multi-location-multi-stream franchise compliance ops?

Per-vendor-PagerDuty-canonical-account-level-routing ships per-account per-service per-escalation-policy per-on-call-schedule primitive. Per-vendor-Opsgenie-canonical + per-VictorOps-canonical + per-xMatters-canonical + per-FireHydrant-canonical + per-Rootly-canonical + per-Incident-io-canonical + per-BetterStack-canonical + per-Squadcast-canonical + per-Splunk-On-Call-canonical-account-level-routing ship per-vendor per-native account-level routing primitives. At 1-service-1-escalation-policy-1-on-call-schedule scale per-account per-service per-escalation-policy per-on-call-schedule primitive is enough. At multi-location-multi-stream franchise compliance ops scale per-canonical-per-stream-severity-classification + per-canonical-per-compliance-class-override + per-canonical-per-routing-destination-map + per-canonical-per-escalation-chain-spec + per-canonical-per-cross-stream-deduplication + per-canonical-per-cross-stream-correlation + per-canonical-per-route-explainability + per-canonical-per-route-FBC-feedback + per-canonical-per-route-audit-trail + per-canonical-per-route-FDD-Item-12-attestation + per-canonical-per-route-multi-format-export.

How does per-portfolio per-canonical-per-stream-severity-classification + per-compliance-class-override work?

Per-portfolio per-canonical-per-stream-severity-classification runs per-portfolio per-canonical-per-stream-severity-tier-spec (per-P0-life-safety-compliance-violation + per-P1-revenue-impacting + per-P2-customer-experience-impacting + per-P3-operations-impacting + per-P4-informational per-canonical-tier) + per-canonical-per-stream-severity-classifier-spec (per-organic-search-stream + per-paid-search-stream + per-paid-social-stream + per-reviews-stream + per-social-stream + per-foot-traffic-stream + per-receipts-stream + per-calls-stream + per-chat-stream + per-email-stream + per-app-stream + per-compliance-stream per-canonical-stream) + per-canonical-per-stream-severity-multi-LLM-classification + per-canonical-per-stream-severity-confidence-spec + per-canonical-per-stream-severity-explainability-spec + per-canonical-per-stream-severity-baseline-spec. Per-canonical-per-compliance-class-override runs per-portfolio per-canonical-per-HIPAA-violation-auto-P0-override + per-canonical-per-FDA-FSMA-violation-auto-P0-override + per-canonical-per-FINRA-violation-auto-P0-override + per-canonical-per-CFPB-violation-auto-P0-override + per-canonical-per-FTC-violation-auto-P0-override + per-canonical-per-TCPA-violation-auto-P0-override + per-canonical-per-CCPA-CPRA-violation-auto-P0-override + per-canonical-per-GDPR-violation-auto-P0-override + per-canonical-per-PIPEDA-violation-auto-P0-override + per-canonical-per-CASL-violation-auto-P0-override + per-canonical-per-FDD-Item-12-territorial-rights-violation-auto-P1-override + per-canonical-per-FDD-Item-19-financial-performance-violation-auto-P1-override + per-canonical-per-cannabis-per-state-violation-auto-P0-override + per-canonical-per-OSHA-violation-auto-P0-override + per-canonical-per-EPA-violation-auto-P0-override + per-canonical-per-compliance-class-override-policy-as-code-OPA-Cedar-Casbin-Cerbos-Oso.

What does per-portfolio per-canonical-per-routing-destination-map + per-escalation-chain + per-cross-stream-deduplication do?

Per-portfolio per-canonical-per-routing-destination-map runs per-portfolio per-canonical-per-P0-destination-spec (per-PagerDuty-P0-incident + per-Opsgenie-P0-incident + per-on-call-pager + per-CEO-CMO-CCO-direct-call + per-SMS-text-blast + per-portfolio-legal-team-email + per-incident-Slack-war-room per-canonical-P0-destination) + per-canonical-per-P1-destination-spec (per-PagerDuty-P1 + per-Opsgenie-P1 + per-CMO-direct-email + per-marketing-leadership-Slack + per-Jira-P1-ticket-creation per-canonical-P1-destination) + per-canonical-per-P2-destination-spec + per-canonical-per-P3-destination-spec + per-canonical-per-P4-destination-spec + per-canonical-per-compliance-class-destination-spec (per-HIPAA-compliance-officer + per-FDA-regulatory-affairs + per-FINRA-compliance-team + per-CCPA-privacy-officer + per-GDPR-DPO + per-franchisor-legal per-canonical-compliance-destination). Per-canonical-per-escalation-chain-spec runs per-portfolio per-canonical-per-escalation-SLA-spec + per-canonical-per-escalation-auto-page-spec + per-canonical-per-escalation-auto-acknowledge-spec + per-canonical-per-escalation-auto-resolve-spec + per-canonical-per-escalation-tier-hop-spec + per-canonical-per-escalation-tier-hop-timeout-spec + per-canonical-per-escalation-tier-hop-fallback-spec + per-canonical-per-escalation-business-hours-spec + per-canonical-per-escalation-after-hours-spec + per-canonical-per-escalation-weekend-spec + per-canonical-per-escalation-holiday-spec. Per-canonical-per-cross-stream-deduplication runs per-portfolio per-canonical-per-cross-stream-fingerprint-spec + per-canonical-per-cross-stream-dedup-window-spec + per-canonical-per-cross-stream-dedup-confidence-spec + per-canonical-per-cross-stream-dedup-grouping-spec + per-canonical-per-cross-stream-dedup-incident-merge-spec + per-canonical-per-cross-stream-dedup-cross-vendor-spec.

What does per-portfolio per-canonical-per-cross-stream-correlation + per-route-explainability + per-FBC-feedback + per-audit-trail do?

Per-portfolio per-canonical-per-cross-stream-correlation runs per-portfolio per-canonical-per-route-cross-stream-cross-correlation-coefficient + per-canonical-per-route-cross-stream-Granger-causality + per-canonical-per-route-cross-stream-mutual-information + per-canonical-per-route-cross-stream-transfer-entropy + per-canonical-per-route-cross-stream-dynamic-time-warping. Per-canonical-per-route-explainability runs per-portfolio per-canonical-per-route-SHAP-Shapley-value + per-canonical-per-route-LIME-local-interpretable + per-canonical-per-route-feature-importance + per-canonical-per-route-attribution-graph + per-canonical-per-route-causal-DAG + per-canonical-per-route-multi-LLM-narrative-explanation + per-canonical-per-route-chain-of-thought-extraction. Per-canonical-per-route-FBC-feedback runs per-portfolio per-canonical-per-route-FBC-per-incident-feedback + per-canonical-per-route-FBC-threshold-tuning + per-canonical-per-route-FBC-pattern-learning + per-canonical-per-route-FBC-false-positive-pattern-learning + per-canonical-per-route-FBC-alert-fatigue-detection + per-canonical-per-route-FBC-alert-fatigue-throttling. Per-canonical-per-route-audit-trail runs per-portfolio per-canonical-per-route-canonical-audit-record (per-incident-ID + per-anomaly-source + per-stream + per-severity-tier + per-compliance-class-override + per-routing-destination + per-escalation-chain + per-deduplication-fingerprint + per-cross-stream-correlation-evidence + per-explainability-record + per-FBC-feedback-record + per-actor + per-acknowledged-by + per-resolved-by + per-FCC-TCPA-CASL-PIPEDA-GDPR-CCPA-FDD-attestation per-canonical-audit-record) + per-canonical-FCC-TCPA-export + per-canonical-CASL-CRTC-export + per-canonical-PIPEDA-OPC-export + per-canonical-GDPR-DPIA-export + per-canonical-CCPA-CPRA-DSAR-export + per-canonical-FDD-Item-12-attestation-export + per-canonical-immutable-WORM-storage.

What does per-anomaly-detection-agent-canonical-bundle do for severity-routing?

Per-anomaly-detection-agent-canonical-bundle integrates the severity-routing skill with sibling skills on the same agent: per-canonical-cross-stream-correlation (sibling build-pillar at /how-to-build-cross-stream-correlation-for-marketing-anomaly-diagnosis — upstream correlation evidence for routing) + per-canonical-root-cause-analysis-software (sibling commercial pillar at /root-cause-analysis-software) + per-canonical-nine-stream-marketing-anomaly-coverage (sibling commercial pillar at /nine-stream-marketing-anomaly-coverage) + per-canonical-two-sigma-outlier-flagging (sibling commercial pillar at /two-sigma-outlier-flagging) + per-canonical-alert-noise-reduction (sibling commercial pillar at /alert-noise-reduction — directly composable with FBC alert-fatigue throttling) + per-canonical-auto-remediation-low-risk-drift (sibling commercial pillar at /auto-remediation) + per-canonical-multi-tool-alert-deduplication (sibling commercial pillar at /multi-tool-alert-deduplication) + per-canonical-multi-location-marketing-forecasting (sibling commercial pillar at /multi-location-marketing-forecasting) + per-canonical-multi-location-crisis-detection (sibling commercial pillar at /multi-location-crisis-detection). Per-canonical-cross-skill-flow: per-cross-stream-correlation emits per-canonical-per-anomaly-cross-stream-correlation-evidence → per-severity-routing consumes per-canonical-per-anomaly-cross-stream-correlation-evidence + per-canonical-per-anomaly-classification + emits per-canonical-per-anomaly-routed-incident → per-alert-noise-reduction consumes per-canonical-per-anomaly-routed-incident + emits per-canonical-per-anomaly-deduplicated-routed-incident → per-auto-remediation consumes per-canonical-per-anomaly-deduplicated-routed-incident (if severity ≤ P3 + low-risk classification) + emits per-canonical-per-anomaly-auto-remediation-action.

Engage the anomaly-detection agent

Per-portfolio per-location per-anomaly per-canonical-per-stream-severity-classification + per-per-compliance-class-override + per-per-routing-destination-map + per-per-escalation-chain-spec + per-per-cross-stream-deduplication + per-per-cross-stream-correlation + per-per-route-explainability + per-per-route-FBC-feedback + per-per-route-audit-trail + per-portfolio audit-trail shipped as the orchestration layer above your existing per-incident-management-vendor + per-alert-deduplication-vendor + per-compliance-management-vendor + per-policy-engine-vendor primitive.

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