Measure swarm · Anomaly Detection Agent · Nine-alert-stream-coverage skill · Published June 1, 2026
Nine-stream marketing anomaly coverage for multi-location operators
GA4, Adobe Analytics, Looker, Tableau Pulse, Power BI, Domo, ThoughtSpot, Sisense, Mixpanel, Amplitude, Anodot, AnomalyIO, Lightup, Monte Carlo, Bigeye, Datafold ship per-platform anomaly-detection primitives. The nine-alert-stream-coverage skill on the anomaly-detection agent — running per-portfolio per-stream per-location per-metric per-cohort per-time-window per-multi-algorithm-ensemble + per-cross-stream-correlation + per-cross-stream-revenue-impact-attribution + per-cross-location-anomaly-aggregation + per-portfolio audit-trail at multi-location-anomaly-operator scale — is operator-side architecture above the per-platform primitive.
What this skill closes
- 9-stream coverage — organic-search + paid-search + paid-social + direct + referral + email + SMS + organic-social + direct-response (where most multi-location operators cover 1-3 of 9 via per-tool-per-stream).
- 14-algorithm ensemble per metric — 2-sigma + 3-sigma + IQR + rolling-z-score + Prophet-forecast-residual + LSTM-forecast-residual + isolation-forest + DBSCAN-clustering + LOF + Twitter-ESD-Seasonal-Hybrid + STL-decomposition-residual + PELT-changepoint + CUSUM + Bayesian-BOCPD with multi-algorithm-voting.
- Cross-stream correlation + Granger-causality — per-organic-stream-anomaly-Granger-causes-paid-search-stream-anomaly + per-direct-response-Granger-causes-direct + cascading vs coincident vs leading vs lagging-indicator pattern classification.
- Cross-stream revenue-impact attribution — per-stream-revenue-share + per-anomaly-MRR-loss + per-LTV-loss + per-CAC-recoup-loss canonical-revenue-impact-weighted-priority.
- Cross-location anomaly aggregation + isolation — per-Denver-only anomaly vs cross-location coincident anomaly + per-shared-root-cause detection.
- Per-location-supervisor + per-CMO routing with severity-tiered notifications.
- Per-portfolio audit-trail — every algorithm vote, every ensemble decision, every correlation coefficient, every revenue-impact attribution, every cross-location aggregation logged.
Why per-vendor-GA4-Anomaly-Detection-canonical-single-stream-canonical-coverage breaks at multi-location-anomaly-operator scale
Per-vendor-GA4-Anomaly-Detection-canonical-single-stream-canonical-coverage ships per-account per-property per-metric per-time-window per-anomaly-detection-on-sessions-organic-traffic primitive. Per-vendor-Adobe-Analytics + Looker + Tableau-Pulse + Power-BI + Domo-Mr-Roboto + ThoughtSpot-SpotIQ + Sisense + Mixpanel + Amplitude + Anodot + AnomalyIO + Lightup + Monte-Carlo + Bigeye + Datafold ship per-platform per-stream per-metric primitives.
At 1-location-1-stream scale per-stream per-metric per-anomaly is enough. At multi-location-9-stream scale per-GA4-on-organic-sessions + per-Adobe-Analytics-on-revenue + per-Mixpanel-on-events + per-Klaviyo-on-emails + per-Postscript-on-SMS + per-Hootsuite-on-social + per-CallRail-on-direct-response ship per-tool-per-stream-coverage canonical-cross-stream-canonical-cross-tool-canonical-cross-metric-canonical-anomaly-canonical-correlation-blind. Per-stream-only-1-of-9-streams-covered.
Per-organic-search-stream-anomaly + per-paid-search-stream-anomaly + per-paid-social-stream-anomaly + per-direct-stream-anomaly + per-referral-stream-anomaly + per-email-stream-anomaly + per-SMS-stream-anomaly + per-organic-social-stream-anomaly + per-direct-response-stream-anomaly per-canonical-cross-stream-canonical-correlation-blind. Per-canonical-multi-algorithm-anomaly-detection-canonical-ensemble-blind + per-canonical-cross-location-canonical-anomaly-canonical-aggregation-blind + per-canonical-cross-stream-canonical-revenue-canonical-impact-canonical-attribution-blind.
Per-vendor category ships per-platform per-stream-or-per-metric primitive. Per-canonical-9-stream-canonical-coverage + per-canonical-multi-algorithm-canonical-ensemble + per-canonical-cross-stream-canonical-correlation + per-canonical-cross-location-canonical-aggregation + per-canonical-revenue-canonical-impact-canonical-attribution is operator-side architecture above per-platform per-stream-or-per-metric primitive.
What is in market today
Per-platform per-analytics-platform
Google Analytics 4 (GA4), Adobe Analytics (Customer Journey Analytics), Heap, Mixpanel, Amplitude, PostHog, Snowplow, Matomo, Plausible, Fathom, Simple Analytics, Umami. Per-account per-property per-metric per-anomaly. Per-canonical-9-stream-canonical-cross-platform-canonical-coverage is not the primitive.
Per-platform per-BI-with-anomaly-detection
Looker (Google), Tableau Pulse, Power BI Anomaly Detection, Domo Mr. Roboto, ThoughtSpot SpotIQ, Sisense Anomaly Detection, Mode (Thoughtworks), Hex, Hashboard, Preset. Per-account per-dashboard per-metric per-anomaly. Per-canonical-multi-algorithm-canonical-ensemble-canonical-voting is not the primitive.
Per-platform per-dedicated-anomaly-detection
Anodot, AnomalyIO, Lightup, Monte Carlo, Bigeye, Datafold, Soda, Acceldata, Validio, Sifflet, Metaplane, Synq, Re.Data, Great Expectations. Per-account per-data-source per-metric per-anomaly. Per-canonical-cross-stream-canonical-correlation-canonical-Granger-causality is not the primitive.
Per-platform per-event-stream-monitoring
Datadog, New Relic, Splunk, Sumo Logic, Honeycomb, Lightstep, Dynatrace, AppDynamics, Elastic Observability, Prometheus + Grafana. Per-account per-service per-metric per-threshold. Per-canonical-cross-stream-canonical-revenue-canonical-impact-canonical-attribution is not the primitive.
How the architecture is set up
- Per-portfolio per-canonical-organic-search-stream-canonical-substrate. Per-Google-Search-Console-API + per-Bing-Webmaster-Tools-API + per-Ahrefs-API + per-Semrush-API canonical-multi-vendor.
- Per-portfolio per-canonical-paid-search-stream-canonical-substrate. Per-Google-Ads-API + per-Microsoft-Advertising-API + per-Apple-Search-Ads-API + per-Amazon-Advertising-API canonical-multi-vendor.
- Per-portfolio per-canonical-paid-social-stream-canonical-substrate. Per-Meta-Marketing-API + per-TikTok-Marketing-API + per-LinkedIn-Marketing-API + per-Pinterest-Marketing-API + per-Snapchat-Marketing-API + per-Reddit-Ads-API canonical-multi-vendor.
- Per-portfolio per-canonical-direct-stream-canonical-substrate. Per-GA4-API + per-Adobe-Analytics-API + per-Heap-API + per-Mixpanel-API + per-Amplitude-API canonical-multi-vendor.
- Per-portfolio per-canonical-referral-stream-canonical-substrate. Per-referrer-domain-canonical-aggregation + per-referrer-conversion-rate-canonical-aggregation.
- Per-portfolio per-canonical-email-stream-canonical-substrate. Per-Klaviyo-API + per-Mailchimp-API + per-Customer.io-API + per-Iterable-API + per-Braze-API + per-SendGrid-API + per-Postmark-API canonical-multi-vendor.
- Per-portfolio per-canonical-SMS-stream-canonical-substrate. Per-Postscript-API + per-Attentive-API + per-Klaviyo-SMS-API + per-Twilio-API canonical-multi-vendor.
- Per-portfolio per-canonical-organic-social-stream-canonical-substrate. Per-Hootsuite-API + per-Sprout-Social-API + per-Buffer-API + per-Loomly-API canonical-multi-vendor.
- Per-portfolio per-canonical-direct-response-stream-canonical-substrate. Per-CallRail-API + per-Invoca-API + per-DialogTech-API + per-CallTrackingMetrics-API + per-WhatConverts-API canonical-multi-vendor.
- Per-portfolio per-canonical-multi-algorithm-canonical-ensemble. Per-2-sigma + per-3-sigma + per-IQR + per-rolling-z + per-Prophet-residual + per-LSTM-residual + per-isolation-forest + per-DBSCAN + per-LOF + per-Twitter-ESD + per-STL-residual + per-PELT-changepoint + per-CUSUM + per-Bayesian-BOCPD canonical-14-algorithm-voting.
- Per-portfolio per-canonical-cross-stream-canonical-correlation. Per-Pearson + per-Spearman + per-Kendall + per-cross-correlation + per-Granger-causality + per-mutual-information canonical-cross-stream-correlation.
- Per-portfolio per-canonical-cross-stream-canonical-revenue-canonical-impact-canonical-attribution. Per-stream-revenue-share + per-anomaly-MRR-loss + per-LTV-loss + per-CAC-recoup-loss canonical-revenue-impact-weighted-priority.
- Per-portfolio per-canonical-cross-location-canonical-aggregation + audit-trail + CMO-dashboard-rollup. Per-Denver-vs-Boulder-vs-Phoenix anomaly aggregation + per-cross-location-correlation + per-isolation + per-severity-tiering + per-supervisor + per-CMO routing.
Frequently asked questions
What is nine-stream marketing anomaly coverage for multi-location operators?
Nine-stream marketing anomaly coverage runs per-portfolio per-stream per-location per-metric per-cohort per-time-window per-anomaly-detection-algorithm-coverage across the 9 streams that drive multi-location revenue: per-canonical-organic-search-stream + per-canonical-paid-search-stream + per-canonical-paid-social-stream + per-canonical-direct-stream + per-canonical-referral-stream + per-canonical-email-stream + per-canonical-SMS-stream + per-canonical-organic-social-stream + per-canonical-direct-response-stream. Per-canonical-per-stream-canonical-metric-coverage (per-organic-stream-canonical-sessions-organic-impressions-organic-clicks-organic-CTR-organic-conversion-rate-organic-revenue + per-paid-search-stream-canonical-impressions-clicks-CTR-CPC-CPA-ROAS-conversion-rate + per-paid-social-stream-canonical-impressions-clicks-CTR-CPC-CPA-ROAS-conversion-rate-creative-fatigue-frequency + per-direct-stream-canonical-sessions-bounce-rate-conversion-rate + per-referral-stream-canonical-sessions-referrer-domain-conversion-rate + per-email-stream-canonical-sends-delivers-opens-clicks-unsubscribes-bounces-spam-complaints + per-SMS-stream-canonical-sends-delivers-clicks-unsubscribes-STOP-rates + per-organic-social-stream-canonical-reach-impressions-engagement-rate-follower-growth + per-direct-response-stream-canonical-call-volume-call-duration-call-conversion-rate per-canonical-per-stream-metric-coverage) + per-canonical-multi-algorithm-anomaly-detection-canonical-ensemble (per-canonical-2-sigma-outlier + per-canonical-3-sigma-outlier + per-canonical-IQR-outlier + per-canonical-rolling-z-score + per-canonical-Prophet-forecast-residual + per-canonical-LSTM-forecast-residual + per-canonical-isolation-forest + per-canonical-DBSCAN-clustering + per-canonical-LOF-Local-Outlier-Factor + per-canonical-Twitter-ESD-Seasonal-Hybrid + per-canonical-STL-decomposition-residual + per-canonical-changepoint-detection-PELT-Binary-Segmentation + per-canonical-CUSUM-Cumulative-Sum + per-canonical-Bayesian-changepoint-detection per-canonical-multi-algorithm-ensemble). The per-platform per-analytics-platform category includes Google Analytics 4 (GA4), Adobe Analytics (Customer Journey Analytics), Heap, Mixpanel, Amplitude, PostHog, Snowplow, Matomo, Plausible, Fathom, Simple Analytics, Umami. The per-platform per-BI-with-anomaly-detection category includes Looker (Google), Tableau Pulse, Power BI Anomaly Detection, Domo Mr. Roboto, ThoughtSpot SpotIQ, Sisense Anomaly Detection, Mode (Thoughtworks), Hex, Hashboard, Preset (Apache Superset). The per-platform per-dedicated-anomaly-detection category includes Anodot, AnomalyIO, Lightup, Monte Carlo, Bigeye, Datafold, Soda, Acceldata, Validio, Sifflet, Metaplane, Synq, Re.Data, Great Expectations. The per-platform per-event-stream-monitoring category includes Datadog, New Relic, Splunk, Sumo Logic, Honeycomb, Lightstep (ServiceNow), Dynatrace, AppDynamics (Cisco), Elastic Observability, Prometheus + Grafana. The nine-alert-stream-coverage skill on the anomaly-detection agent (1 of the bundle on anomaly-detection in the measure swarm alongside per-canonical-multi-tool-alert-deduplication + per-canonical-two-sigma-outlier-flagging + per-canonical-multi-dimensional-threshold-routing + per-canonical-multi-location-crisis-detection + per-canonical-predictive-anomaly-forecasting) — running per-portfolio per-stream per-location per-metric per-cohort per-time-window per-multi-algorithm-ensemble + per-portfolio audit-trail at multi-location-anomaly-operator scale — is operator-side architecture above the per-platform per-analytics + per-BI-with-anomaly-detection + per-dedicated-anomaly-detection + per-event-stream-monitoring primitive.
Why does per-vendor-GA4-Anomaly-Detection-canonical-single-stream-canonical-coverage break down at multi-location-anomaly-operator scale?
Per-vendor-GA4-Anomaly-Detection-canonical-single-stream-canonical-coverage ships per-account per-property per-metric per-time-window per-anomaly-detection-on-sessions-organic-traffic primitive. Per-vendor-Adobe-Analytics-Anomaly-Detection + per-Looker-Anomaly-Detection + per-Tableau-Pulse + per-Power-BI-Anomaly-Detection + per-Domo-Mr-Roboto + per-ThoughtSpot-SpotIQ + per-Sisense-Anomaly-Detection + per-Mixpanel-Anomaly-Detection + per-Amplitude-Anomaly-Detection + per-Anodot + per-AnomalyIO + per-Lightup + per-Monte-Carlo + per-Bigeye + per-Datafold-canonical-single-stream-canonical-coverage ship per-platform per-stream per-metric primitives. At 1-location-1-stream scale per-stream per-metric per-anomaly is enough. At multi-location-9-stream scale per-GA4-on-organic-sessions + per-Adobe-Analytics-on-revenue + per-Mixpanel-on-events + per-Klaviyo-on-emails + per-Postscript-on-SMS + per-Hootsuite-on-social + per-CallRail-on-direct-response ship per-tool-per-stream-coverage canonical-cross-stream-canonical-cross-tool-canonical-cross-metric-canonical-anomaly-canonical-correlation-blind. Per-stream-only-1-of-9-streams-covered-by-canonical-single-tool. Per-organic-search-stream-anomaly + per-paid-search-stream-anomaly + per-paid-social-stream-anomaly + per-direct-stream-anomaly + per-referral-stream-anomaly + per-email-stream-anomaly + per-SMS-stream-anomaly + per-organic-social-stream-anomaly + per-direct-response-stream-anomaly per-canonical-cross-stream-canonical-correlation-blind. Per-canonical-multi-algorithm-anomaly-detection-canonical-ensemble-blind + per-canonical-per-stream-per-metric-canonical-coverage-blind + per-canonical-cross-location-canonical-anomaly-canonical-aggregation-blind + per-canonical-cross-stream-canonical-revenue-canonical-impact-canonical-attribution-blind. Per-vendor-GA4 + Adobe-Analytics + Looker + Tableau + Power-BI + Domo + ThoughtSpot + Sisense + Mixpanel + Amplitude + Anodot + AnomalyIO + Lightup + Monte-Carlo + Bigeye + Datafold ship per-platform per-stream-or-per-metric primitive. Per-canonical-9-stream-canonical-coverage + per-canonical-multi-algorithm-canonical-ensemble + per-canonical-cross-stream-canonical-correlation + per-canonical-cross-location-canonical-aggregation + per-canonical-revenue-canonical-impact-canonical-attribution is operator-side architecture above per-platform per-stream-or-per-metric primitive.
What does per-portfolio per-canonical-9-stream-canonical-metric-canonical-coverage do?
Per-portfolio per-canonical-9-stream-canonical-metric-canonical-coverage runs per-portfolio per-canonical-organic-search-stream-canonical-substrate (per-Google-Search-Console-API + per-Bing-Webmaster-Tools-API + per-Ahrefs-API + per-Semrush-API per-canonical-organic-stream-substrate) + per-canonical-paid-search-stream-canonical-substrate (per-Google-Ads-API + per-Microsoft-Advertising-API + per-Apple-Search-Ads-API + per-Amazon-Advertising-API per-canonical-paid-search-substrate) + per-canonical-paid-social-stream-canonical-substrate (per-Meta-Marketing-API + per-TikTok-Marketing-API + per-LinkedIn-Marketing-API + per-Pinterest-Marketing-API + per-Snapchat-Marketing-API + per-Reddit-Ads-API per-canonical-paid-social-substrate) + per-canonical-direct-stream-canonical-substrate (per-GA4-API + per-Adobe-Analytics-API per-canonical-direct-stream-substrate) + per-canonical-referral-stream-canonical-substrate + per-canonical-email-stream-canonical-substrate (per-Klaviyo-API + per-Mailchimp-API + per-Customer.io-API + per-Iterable-API + per-Braze-API + per-SendGrid-API + per-Postmark-API per-canonical-email-substrate) + per-canonical-SMS-stream-canonical-substrate (per-Postscript-API + per-Attentive-API + per-Klaviyo-SMS-API + per-Twilio-API per-canonical-SMS-substrate) + per-canonical-organic-social-stream-canonical-substrate (per-Hootsuite-API + per-Sprout-Social-API + per-Buffer-API + per-Loomly-API per-canonical-organic-social-substrate) + per-canonical-direct-response-stream-canonical-substrate (per-CallRail-API + per-Invoca-API + per-DialogTech-API + per-CallTrackingMetrics-API + per-WhatConverts-API per-canonical-direct-response-substrate) + per-canonical-per-stream-metric-canonical-extraction + per-canonical-per-stream-per-location-canonical-aggregation + per-canonical-per-stream-per-cohort-canonical-aggregation. Per-portfolio audit-trail.
How does per-portfolio per-canonical-multi-algorithm-canonical-ensemble-canonical-voting work?
Per-portfolio per-canonical-multi-algorithm-canonical-ensemble-canonical-voting runs per-portfolio per-canonical-2-sigma-outlier-canonical-detection (per-metric-rolling-30-day-mean + per-rolling-30-day-standard-deviation + per-canonical-2-sigma-canonical-band per-canonical-2-sigma-outlier) + per-canonical-3-sigma-outlier-canonical-detection + per-canonical-IQR-Interquartile-Range-outlier + per-canonical-rolling-z-score-canonical-outlier + per-canonical-Prophet-canonical-forecast-canonical-residual (per-Facebook-Prophet-canonical-forecast + per-trend-seasonality-holiday-canonical-decomposition + per-forecast-residual-canonical-band per-canonical-Prophet-residual) + per-canonical-LSTM-Long-Short-Term-Memory-canonical-forecast-canonical-residual (per-PyTorch-LSTM + per-TensorFlow-Keras-LSTM + per-multi-step-forecast + per-residual-canonical-band per-canonical-LSTM-residual) + per-canonical-isolation-forest-canonical-detection (per-scikit-learn-IsolationForest + per-tree-ensemble-canonical-anomaly-score per-canonical-isolation-forest) + per-canonical-DBSCAN-canonical-clustering-canonical-anomaly (per-density-based-clustering + per-noise-point-canonical-detection per-canonical-DBSCAN-anomaly) + per-canonical-LOF-Local-Outlier-Factor-canonical-detection + per-canonical-Twitter-ESD-Seasonal-Hybrid-canonical-detection (per-Twitter-Anomaly-Detection-package + per-ESD-Extreme-Studentized-Deviate per-canonical-ESD) + per-canonical-STL-Seasonal-Trend-decomposition-canonical-residual + per-canonical-changepoint-detection-canonical-PELT (per-Pruned-Exact-Linear-Time + per-Binary-Segmentation + per-Bottom-Up-Segmentation per-canonical-changepoint) + per-canonical-CUSUM-Cumulative-Sum-canonical-detection + per-canonical-Bayesian-changepoint-detection-canonical-Online-canonical-BOCPD + per-canonical-multi-algorithm-ensemble-canonical-voting (per-canonical-algorithm-vote + per-canonical-weighted-vote + per-canonical-stability-score per-canonical-ensemble-vote) + per-canonical-anomaly-canonical-severity-canonical-tiering. Per-portfolio audit-trail.
What does per-portfolio per-canonical-cross-stream-canonical-correlation + per-canonical-cross-stream-canonical-revenue-canonical-impact-canonical-attribution do?
Per-portfolio per-canonical-cross-stream-canonical-correlation runs per-portfolio per-canonical-per-stream-canonical-anomaly-canonical-timestamp-canonical-alignment (per-organic-stream-anomaly-at-T + per-paid-search-stream-anomaly-at-T+5min + per-paid-social-stream-anomaly-at-T+10min + per-direct-stream-anomaly-at-T per-canonical-timestamp-alignment) + per-canonical-cross-stream-canonical-correlation-canonical-coefficient-canonical-computation (per-Pearson-correlation + per-Spearman-correlation + per-Kendall-tau-correlation + per-cross-correlation-function per-canonical-correlation-coefficient) + per-canonical-cross-stream-canonical-Granger-causality-canonical-test (per-organic-stream-anomaly-Granger-causes-paid-search-stream-anomaly + per-direct-response-stream-anomaly-Granger-causes-direct-stream-anomaly per-canonical-Granger-causality) + per-canonical-cross-stream-canonical-mutual-information-canonical-computation + per-canonical-cross-stream-canonical-anomaly-canonical-pattern-canonical-classification (per-cascading-anomaly-pattern + per-coincident-anomaly-pattern + per-leading-indicator-anomaly-pattern + per-lagging-indicator-anomaly-pattern per-canonical-pattern-classification). Per-canonical-cross-stream-canonical-revenue-canonical-impact-canonical-attribution runs per-portfolio per-canonical-per-stream-canonical-revenue-attribution (per-organic-stream-revenue-canonical-share + per-paid-search-stream-revenue-canonical-share + per-paid-social-stream-revenue-canonical-share + per-direct-stream-revenue-canonical-share + per-referral-stream-revenue-canonical-share + per-email-stream-revenue-canonical-share + per-SMS-stream-revenue-canonical-share + per-organic-social-stream-revenue-canonical-share + per-direct-response-stream-revenue-canonical-share per-canonical-per-stream-revenue) + per-canonical-per-anomaly-canonical-revenue-impact-canonical-scoring (per-anomaly-MRR-loss + per-anomaly-LTV-loss + per-anomaly-CAC-recoup-loss per-canonical-revenue-impact) + per-canonical-cross-stream-canonical-anomaly-canonical-priority-canonical-ranking. Per-portfolio audit-trail.
What does per-portfolio per-canonical-cross-location-canonical-anomaly-canonical-aggregation + per-anomaly-detection-agent-canonical-bundle do?
Per-portfolio per-canonical-cross-location-canonical-anomaly-canonical-aggregation runs per-portfolio per-canonical-per-location-canonical-anomaly-canonical-detection-canonical-aggregation (per-Denver-location-anomaly-detection-rolling-30-day + per-Boulder-location-anomaly-detection-rolling-30-day + per-Phoenix-location-anomaly-detection-rolling-30-day per-canonical-per-location-canonical-anomaly-aggregation) + per-canonical-cross-location-canonical-anomaly-canonical-correlation (per-Denver-anomaly-correlated-Boulder-anomaly-canonical-shared-root-cause + per-cross-location-canonical-coincident-anomaly per-canonical-cross-location-correlation) + per-canonical-per-location-canonical-anomaly-canonical-isolation (per-Denver-only-anomaly-isolated-canonical-local-root-cause + per-cross-location-only-anomaly-isolated-canonical-portfolio-root-cause per-canonical-isolation) + per-canonical-per-location-canonical-anomaly-canonical-severity-canonical-tiering + per-canonical-cross-location-canonical-anomaly-canonical-priority-canonical-ranking + per-canonical-per-location-canonical-supervisor-canonical-notification + per-canonical-corporate-canonical-CMO-canonical-dashboard-canonical-rollup. Per-anomaly-detection-agent-canonical-bundle integrates the nine-alert-stream-coverage skill with sibling skills on the same agent: per-canonical-multi-tool-alert-deduplication (skill sibling — deduplicates cross-tool alerts on same anomaly) + per-canonical-two-sigma-outlier-flagging (skill sibling — uses 2-sigma as one of 14 algorithms in ensemble) + per-canonical-multi-dimensional-threshold-routing (skill sibling — routes anomalies to correct owner per-dimension) + per-canonical-multi-location-crisis-detection (skill sibling — uses cross-location-anomaly-aggregation for crisis pattern detection) + per-canonical-predictive-anomaly-forecasting (skill sibling — uses 9-stream-substrate for 14-30-day forecasting). Per-portfolio audit-trail.
Engage the anomaly-detection agent
Per-portfolio per-stream per-location per-metric per-cohort per-time-window per-multi-algorithm-ensemble + per-cross-stream-correlation + per-cross-stream-revenue-impact-attribution + per-cross-location-anomaly-aggregation + per-portfolio audit-trail shipped as the orchestration layer above your existing per-analytics + per-BI-with-anomaly-detection + per-dedicated-anomaly-detection + per-event-stream-monitoring primitive.
Related reading
- Two-sigma outlier flagging (sibling skill on same agent — one of 14 algorithms in the multi-algorithm ensemble)
- Multi-tool alert deduplication (sibling skill on same agent — deduplicates cross-tool alerts on same anomaly)
- Multi-location crisis detection (sibling skill on same agent — uses cross-location-anomaly-aggregation for crisis pattern)