Measure swarm · Per-Location Performance Benchmarking Agent · Two-sigma-outlier-flagging skill · Build pillar · Published August 13, 2026

How to build per-location per-cohort two-sigma anomaly detection

This guide explains how to architect the two-sigma-outlier-flagging skill on the location-benchmarking agent end-to-end at multi-location anomaly-detection scale: per-portfolio per-banner per-location per-canonical-cohort-pointer + per-canonical-metric-pointer + per-canonical-statistical-engine-spec + per-canonical-outlier-routing-spec + per-canonical-compliance-gate-spec + per-canonical-audit-trail + per-portfolio-audit-trail.

Engage the location-benchmarking agent See the 32-agent swarm

What you will build

Per-portfolio per-banner per-location per-canonical-cohort-pointer across 12+ cohort axes — per-region DMA/state/ZIP cluster + per-banner + per-vertical (QSR + fitness + beauty + home service + healthcare + automotive + DTC ecommerce + multi-location specialty retail) + per-store-size (SF + employee count + transaction count) + per-store-age (new + mature + legacy) + per-ownership-model (corporate + franchisee single-unit + franchisee multi-unit + joint venture + license) + per-trade-area-type (urban + suburban + exurban + rural) + per-customer-density + per-competitive-density Placer.ai + SafeGraph + per-format (full-service + express + drive-thru + ghost-kitchen) + per-season + per-promo-period + per-seasonality-adjusted-baseline.
Per-canonical-metric-pointer — 40+ metrics across per-organic GBP/Yelp/SEO + per-paid Google/Meta/TikTok/Amazon + per-review GBP/Yelp/Facebook + per-social-engagement IG/TT/FB/LinkedIn/X + per-foot-traffic Placer.ai/SafeGraph/Foursquare + per-attributed-revenue MMM/MTA/LTA/Markov + per-LTV + per-CAC + per-ROAS + per-conversion-rate + per-CSAT + per-NPS + per-reorder-rate + per-AOV + per-UPT + per-bounce + per-dwell.
Per-canonical-statistical-engine-spec — 35+ methods: parametric Z-score (Gaussian + cohort mean + cohort stdev + Bessel correction + pooled stdev) + robust modified-z MAD + Tukey IQR fence + Grubbs + Dixon-Q + ESD + DBSCAN + Isolation Forest + LOF + one-class SVM + Mahalanobis robust covariance + ARIMA-STL seasonal decomposition residual + Prophet Meta + TBATS + Holt-Winters + HMM hidden state + LSTM autoencoder + Transformer autoencoder + VAE + GAN + Random Cut Forest AWS + Twitter ESD time-series + Numenta HTM + ADTK + Luminol LinkedIn + Donut Tsinghua + SPOT + Bayesian changepoint + CUSUM + EWMA + stationary wavelet transform residual + seasonality-adjusted baseline (day-of-week + week-of-year + promo period + back-to-school + tax season + holiday + summer vacation) + multi-metric scoring (Mahalanobis distance + Hotelling T² + PCA projection residual + deep multi-metric autoencoder) + contextual anomaly (point + collective + contextual + conditional on cohort membership) + cohort drift (population + prior + covariate + concept + label) + per-metric-confidence-tier + per-Shapley/LIME/counterfactual/anchor explainability.
Per-canonical-outlier-routing-spec + per-canonical-compliance-gate-spec — per-2σ-to-dashboard (Looker + Tableau + Power BI + Qlik + Sisense + Mode + Hex + Metabase + Superset + Redash + Domo + ThoughtSpot + Looker Studio) + per-3σ-to-CMO-Slack/Teams/email digest/PagerDuty/Opsgenie + per-4σ-to-CEO-PE (Quarterly Board Deck + Monthly Exec Memo + PE Sponsor LP Letter + Franchisee Council Memo) + per-5σ-to-board emergency page + per-root-cause-attribution-sketch (causal uplift CATE T/S/X/DR + CausalML + DoubleML + EconML + MMM residual + Shapley + counterfactual) + per-multi-arm-bandit-FBC + per-routing-confidence-tier + per-FINRA-2210 + per-SEC-Reg-S-K + per-SOX-302 + per-SOX-404 + per-FDD-Item-19-financial-performance-representation (substantiation basis statement + required disclaimer + time period covered + number of outlets included + distribution of results high/low/median/mean + state FRR FTC Rule format + supplemental explanation) + per-FDD-Item-17 + per-FDD-Item-12 + per-state-FRR + per-state-UDTPA + per-Lanham + per-Robinson-Patman + per-FTC-substantiation + per-FTC-MARS + per-FTC-Franchise-Rule + per-CFPB-UDAAP + per-FCRA + per-ECOA-Reg-B (protected class cohort prohibition + disparate impact test + adverse action notice) + per-Fair-Housing-Act (protected class cohort prohibition) + per-GLBA + per-HIPAA-PHI-Safe-Harbor (de-identification before cohort publication) + per-CCPA-CPRA + per-GDPR-Article-6-7-17-22 + per-LGPD + per-DPDP + per-PIPEDA + per-COPPA + per-EU-AI-Act-Article-50 + per-EU-AI-Act-Article-13-14-15 + per-EU-AI-Act-Article-22-automated-decision-profiling + per-NIST-AI-RMF-GOVERN-MAP-MEASURE-MANAGE + per-ISO-42001 + per-ISO-27001 + per-SOC-2-Type-II + per-NIST-Privacy-Framework + per-FAIR-data-principles + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-as-code + per-compliance-confidence-tier.
Per-canonical-cross-skill-handoff + per-canonical-audit-trail — per-handoff-to-30-sibling-skills + per-per-outlier-canonical-audit-record + per-immutable-WORM-storage + per-7-year-IRS-tax-retention + per-7-year-FTC-substantiation-retention + per-7-year-HIPAA-medical-record-retention + per-7-year-SOX-record-retention + per-6-year-SEC-record-retention + per-3-year-FINRA-record-retention + per-FDD-Item-19-substantiation-record-retention.

Why per-vendor-Anodot-account-flat-anomaly-score breaks at multi-location anomaly-detection scale

Per-vendor-Anodot-canonical-account-flat-anomaly-score ships per-account per-flat-anomaly-score primitive — typically an analyst connects a Snowflake table, Anodot computes z-scores per metric per account, and a single notification fires when any metric crosses a static threshold. No per-canonical-cohort taxonomy, no per-region/per-banner/per-vertical/per-store-size/per-store-age/per-ownership-model/per-trade-area/per-format peer cohort math, no per-metric statistical engine resolving Z-score / modified-z-MAD / Tukey-IQR / Grubbs / Dixon-Q / ESD / DBSCAN / Isolation-Forest / LOF / one-class-SVM / Mahalanobis-robust-covariance / ARIMA-STL-residual / Prophet / TBATS / Holt-Winters / HMM / LSTM-autoencoder / Transformer-autoencoder / VAE / GAN / Random-Cut-Forest / Twitter-ESD-time-series / Numenta-HTM / ADTK / Luminol / Donut / SPOT / Bayesian-changepoint / CUSUM / EWMA / SWT-residual, no per-outlier routing with 2σ-to-dashboard + 3σ-to-CMO-Slack + 4σ-to-CEO-PE + 5σ-to-board + per-FDD-Item-19 enforcement when shared with franchisees, no per-outlier compliance gate with FINRA-2210 / SEC-Reg-S-K / SOX-302-404 / FDD-Item-19 / ECOA / Fair-Housing / HIPAA / EU-AI-Act-Article-22 enforcement, no per-outlier audit trail with regulatory-defense retention. Per-vendor-Outlier.ai + Datadog-AIOps + Splunk-ITSI + New-Relic + Dynatrace-AI-Davis + AppDynamics + PagerDuty-AIOps + BigPanda + Moogsoft + Opsgenie + VictorOps + xMatters + Coralogix + Logz.io + Sumo-Logic-Cloud-SIEM + Elastic-ML + Honeycomb-BubbleUp + Lightstep + Sentry + Bugsnag + Rollbar + Raygun + Datadog-Anomaly-Detection + Looker + Tableau-Pulse + Power-BI-Anomaly-Detection + Qlik-Sense-Insight-Advisor + Sisense + Mode-Analytics + Hex + Hightouch + dbt + Census + Fivetran + Looker-Studio-canonical-account-flat-anomaly-score ship per-vendor per-native account-flat-anomaly-score primitives.

At 1-account-1-flat-anomaly-score scale per-account per-flat-anomaly-score primitive is enough. At multi-location anomaly-detection scale per-canonical-cohort-pointer + per-canonical-metric-pointer + per-canonical-statistical-engine-spec + per-canonical-outlier-routing-spec + per-canonical-compliance-gate-spec + per-canonical-audit-trail.

The FDD Item 19 anchor is the operationally distinctive constraint here: any outlier figure shown to prospective franchisees triggers financial-performance-representation rules — substantiation basis statement + required disclaimer language + time period covered + number of outlets included + distribution of results including high/low/median/mean + state FRR + FTC Rule format. Per-vendor account-flat-anomaly-score primitives produce a single number with no Item-19-aware framing — they are unfit to ship to franchisees without operator-side compliance overlay.

The operator-side architecture above per-vendor-flat-anomaly-score primitive is canonical-cohort-pointer + per-canonical-metric-pointer + per-statistical-engine-spec + per-outlier-routing-spec + per-compliance-gate-spec + per-cross-skill-handoff + per-audit-trail + per-portfolio-audit-trail.

What is in market today

Per-platform per-AIOps-anomaly-vendor

Anodot, Outlier.ai, Datadog AIOps, Splunk ITSI, New Relic, Dynatrace AI Davis, AppDynamics, PagerDuty AIOps, BigPanda, Moogsoft, Opsgenie, VictorOps, xMatters, Coralogix, Logz.io, Sumo Logic Cloud SIEM, Elastic ML, Honeycomb BubbleUp, Lightstep, Sentry, Bugsnag, Rollbar, Raygun, Datadog Anomaly Detection. Per-account per-flat-anomaly-score primitive. Per-canonical-cohort-pointer-canonical-metric-pointer-canonical-statistical-engine-canonical-outlier-routing-canonical-compliance-gate-canonical-audit-trail is not the primitive.

Per-platform per-BI-dashboard-vendor

Looker, Tableau Pulse, Power BI Anomaly Detection, Qlik Sense Insight Advisor, Sisense, Mode Analytics, Hex, Metabase, Superset, Redash, Domo, ThoughtSpot, Looker Studio. Per-account per-flat-dashboard-card primitive (typically blind to per-banner-per-location-per-cohort z-scoring + per-region/per-vertical/per-store-size/per-store-age/per-ownership-model/per-trade-area/per-format cohort math + seasonality-adjusted baseline + multi-metric multivariate scoring + cohort drift + Shapley explainability semantics). Per-canonical-per-metric-parametric-Z-score-canonical-per-metric-robust-modified-z-MAD-canonical-per-metric-Tukey-IQR-canonical-per-metric-Grubbs-canonical-per-metric-Dixon-Q-canonical-per-metric-ESD-canonical-per-metric-DBSCAN-canonical-per-metric-Isolation-Forest-canonical-per-metric-LOF-canonical-per-metric-one-class-SVM-canonical-per-metric-Mahalanobis-canonical-per-metric-ARIMA-STL-canonical-per-metric-Prophet-canonical-per-metric-TBATS-canonical-per-metric-Holt-Winters-canonical-per-metric-HMM-canonical-per-metric-LSTM-autoencoder-canonical-per-metric-Transformer-autoencoder-canonical-per-metric-VAE-canonical-per-metric-GAN-canonical-per-metric-Random-Cut-Forest-canonical-per-metric-Twitter-ESD-canonical-per-metric-Numenta-HTM-canonical-per-metric-ADTK-canonical-per-metric-Luminol-canonical-per-metric-Donut-canonical-per-metric-SPOT-canonical-per-metric-Bayesian-changepoint-canonical-per-metric-CUSUM-canonical-per-metric-EWMA-canonical-per-metric-SWT-residual is not the primitive.

Per-platform per-data-orchestration-vendor

dbt, Census, Fivetran, Airbyte, Hightouch, Stitch Data, Matillion, Talend, Informatica, Prefect, Dagster, Apache Airflow, Mage, Kestra. Per-account per-flat-pipeline-run primitive (typically blind to per-outlier 2σ/3σ/4σ/5σ tier routing + root-cause attribution sketch + multi-arm bandit FBC + Shapley/LIME/counterfactual explainability semantics). Per-canonical-per-outlier-2-sigma-to-dashboard-canonical-per-outlier-3-sigma-to-CMO-Slack-canonical-per-outlier-4-sigma-to-CEO-PE-deck-canonical-per-outlier-5-sigma-to-board-emergency-page-canonical-per-outlier-root-cause-attribution-sketch-canonical-per-outlier-multi-arm-bandit-FBC-canonical-per-outlier-routing-confidence-tier-canonical-per-outlier-routing-explainability is not the primitive.

Per-platform per-GRC-vendor + per-FDD-Item-19-renderer

Hyperproof, Drata, Vanta, Thoropass, Tugboat Logic, Compliance.ai, Ascent RegTech, OneTrust, TrustArc, Ketch, Securiti, Privacera, Skyflow, BigID, DataGrail, Transcend, FranConnect, ServiceBrand Global, Naranga, FranchiseSoft, Wingmate. Per-account per-flat-compliance-or-FDD-renderer primitive (typically blind to per-outlier FINRA 2210/SEC Reg S-K/SOX 302/404/FDD Item 19 substantiation basis/distribution of results/state FRR + ECOA protected class cohort prohibition + Fair Housing protected class + HIPAA de-identification + EU-AI-Act Article 22 automated decision semantics). Per-canonical-per-outlier-FINRA-2210-canonical-per-outlier-SEC-Reg-S-K-canonical-per-outlier-SOX-302-404-canonical-per-outlier-FDD-Item-19-substantiation-basis-canonical-per-outlier-FDD-Item-17-canonical-per-outlier-FDD-Item-12-canonical-per-outlier-state-FRR-canonical-per-outlier-ECOA-Reg-B-protected-class-canonical-per-outlier-Fair-Housing-Act-protected-class-canonical-per-outlier-HIPAA-PHI-Safe-Harbor-canonical-per-outlier-EU-AI-Act-Article-22-canonical-per-outlier-NIST-AI-RMF-canonical-per-outlier-ISO-42001-canonical-per-outlier-ISO-27001-canonical-per-outlier-SOC-2-Type-II is not the primitive.

How the architecture is built

Per-portfolio per-banner per-location per-canonical-cohort-pointer-substrate. Per-12-canonical-cohort-axis canonical-source.
Per-portfolio per-canonical-metric-pointer. Per-40-canonical-metric canonical-source.
Per-portfolio per-canonical-statistical-engine-spec. Per-Z-score + per-modified-z-MAD + per-Tukey-IQR + per-Grubbs + per-Dixon-Q + per-ESD + per-DBSCAN + per-Isolation-Forest + per-LOF + per-one-class-SVM + per-Mahalanobis + per-ARIMA-STL-residual + per-Prophet + per-TBATS + per-Holt-Winters + per-HMM + per-LSTM-autoencoder + per-Transformer-autoencoder + per-VAE + per-GAN + per-Random-Cut-Forest + per-Twitter-ESD + per-Numenta-HTM + per-ADTK + per-Luminol + per-Donut + per-SPOT + per-Bayesian-changepoint + per-CUSUM + per-EWMA + per-SWT-residual + per-seasonality-adjusted-baseline + per-multi-metric-scoring + per-contextual-anomaly + per-cohort-drift + per-statistical-confidence-tier + per-Shapley-LIME-counterfactual-anchor-explainability canonical-statistical-engine.
Per-portfolio per-canonical-outlier-routing-spec. Per-2σ-to-dashboard + per-3σ-to-CMO-Slack + per-4σ-to-CEO-PE + per-5σ-to-board-emergency-page + per-root-cause-attribution-sketch + per-multi-arm-bandit-FBC + per-routing-confidence-tier canonical-outlier-routing.
Per-portfolio per-canonical-compliance-gate-spec. Per-FINRA-2210 + per-SEC-Reg-S-K + per-SOX-302 + per-SOX-404 + per-FDD-Item-19 + per-FDD-Item-17 + per-FDD-Item-12 + per-state-FRR + per-state-UDTPA + per-Lanham + per-Robinson-Patman + per-FTC-substantiation + per-FTC-MARS + per-FTC-Franchise-Rule + per-CFPB-UDAAP + per-FCRA + per-ECOA-Reg-B + per-Fair-Housing-Act + per-GLBA + per-HIPAA-PHI-Safe-Harbor + per-CCPA-CPRA + per-GDPR-Article-6-7-17-22 + per-LGPD + per-DPDP + per-PIPEDA + per-COPPA + per-EU-AI-Act-Article-50 + per-EU-AI-Act-Article-13-14-15 + per-EU-AI-Act-Article-22 + per-NIST-AI-RMF-GOVERN-MAP-MEASURE-MANAGE + per-ISO-42001 + per-ISO-27001 + per-SOC-2-Type-II + per-NIST-Privacy-Framework + per-FAIR-data-principles + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-as-code canonical-compliance.
Per-portfolio per-canonical-cross-skill-handoff. Per-handoff-to-30-sibling-skills canonical-handoff.
Per-portfolio per-canonical-audit-trail + per-portfolio-audit-trail. Per-per-outlier-canonical-audit-record + per-immutable-WORM-storage + per-7-year-IRS-tax-retention + per-7-year-FTC-substantiation-retention + per-7-year-HIPAA-medical-record-retention + per-7-year-SOX-record-retention + per-6-year-SEC-record-retention + per-3-year-FINRA-record-retention + per-FDD-Item-19-substantiation-record-retention canonical-audit.
Per-portfolio per-location-benchmarking-agent-canonical-bundle. Per-two-sigma-outlier-flagging + per-cohort-framed-kpi-rollup + per-cohort-definition + per-z-scoring-math + per-2-sigma-threshold + per-per-location-per-cohort-benchmark-report + per-board-prep-rendering + per-franchisee-council-memo-rendering canonical-bundle.
Per-portfolio per-canonical-end-to-end-SLA. Per-cohort-resolve-to-metric-resolve-to-statistical-engine-to-routing-tier-to-compliance-gate-to-FDD-Item-19-overlay-when-franchisee-facing-to-audit-trail-SLA canonical-end-to-end-SLA.
Per-portfolio per-canonical-end-to-end-replay. Per-statistical-engine-rewind + per-routing-rewind + per-compliance-gate-rewind + per-FDD-Item-19-overlay-rewind + per-replay-confidence-tier + per-replay-explainability canonical-replay.

Frequently asked questions

What is per-location per-cohort two-sigma anomaly detection for multi-store operators?

Per-location per-cohort two-sigma anomaly detection runs per-portfolio per-banner per-location per-canonical-cohort-pointer (per-region-DMA-state-ZIP-cluster + per-banner + per-vertical-QSR-fitness-beauty-home-service-healthcare-automotive-DTC-ecommerce-multi-location-specialty-retail + per-store-size-SF-employee-count-transaction-count + per-store-age-new-mature-legacy + per-ownership-model-corporate-franchisee-single-unit-franchisee-multi-unit-joint-venture-license + per-trade-area-type-urban-suburban-exurban-rural + per-customer-density + per-competitive-density-Placer.ai-SafeGraph + per-format-full-service-express-drive-thru-ghost-kitchen + per-season + per-promo-period + per-seasonality-adjusted-baseline + per-canonical-cohort) + per-canonical-metric-pointer (per-organic-GBP-Yelp-SEO + per-paid-Google-Meta-TikTok-Amazon + per-review-GBP-Yelp-Facebook + per-social-engagement-IG-TT-FB-LinkedIn-X + per-foot-traffic-Placer.ai-SafeGraph-Foursquare + per-attributed-revenue-MMM-MTA-LTA-Markov + per-LTV + per-CAC + per-ROAS + per-conversion-rate + per-CSAT + per-NPS + per-reorder-rate + per-AOV + per-UPT + per-bounce + per-dwell) + per-canonical-statistical-engine-spec + per-canonical-outlier-routing-spec + per-canonical-compliance-gate-spec + per-canonical-audit-trail + per-portfolio-audit-trail.

Why does per-vendor-Anodot-canonical-account-flat-anomaly-score break at multi-location anomaly-detection scale?

Per-vendor-Anodot-canonical-account-flat-anomaly-score ships per-account per-flat-anomaly-score primitive — typically an analyst connects a Snowflake table, Anodot computes z-scores per metric per account, and a single notification fires when any metric crosses a static threshold. No per-canonical-cohort taxonomy, no per-region/per-banner/per-vertical/per-store-size/per-store-age/per-ownership-model/per-trade-area/per-format peer cohort math, no per-metric statistical engine resolving Z-score / modified-z-MAD / Tukey-IQR / Grubbs / Dixon-Q / ESD / DBSCAN / Isolation-Forest / LOF / one-class-SVM / Mahalanobis-robust-covariance / ARIMA-STL-residual / Prophet / TBATS / Holt-Winters / HMM / LSTM-autoencoder / Transformer-autoencoder / VAE / GAN / Random-Cut-Forest / Twitter-ESD-time-series / Numenta-HTM / ADTK / Luminol / Donut / SPOT / Bayesian-changepoint / CUSUM / EWMA / SWT-residual, no per-outlier routing with 2σ-to-dashboard + 3σ-to-CMO-Slack + 4σ-to-CEO-PE + 5σ-to-board + per-FDD-Item-19-financial-performance-representation enforcement when shared with franchisees, no per-outlier compliance gate with FINRA-2210 / SEC-Reg-S-K / SOX-302-404 / FDD-Item-19 / ECOA / Fair-Housing / HIPAA / EU-AI-Act-Article-22-automated-decision enforcement, no per-outlier audit trail with regulatory-defense retention. Per-vendor-Outlier.ai + Datadog-AIOps + Splunk-ITSI + New-Relic + Dynatrace-AI-Davis + AppDynamics + PagerDuty-AIOps + BigPanda + Moogsoft + Opsgenie + VictorOps + xMatters + Coralogix + Logz.io + Sumo-Logic-Cloud-SIEM + Elastic-ML + Honeycomb-BubbleUp + Lightstep + Sentry + Bugsnag + Rollbar + Raygun + Datadog-Anomaly-Detection + Looker + Tableau-Pulse + Power-BI-Anomaly-Detection + Qlik-Sense-Insight-Advisor + Sisense + Mode-Analytics + Hex + Hightouch + dbt + Census + Fivetran + Looker-Studio-canonical-account-flat-anomaly-score ship per-vendor per-native account-flat-anomaly-score primitives. At 1-account-1-flat-anomaly-score scale per-account per-flat-anomaly-score primitive is enough. At multi-location anomaly-detection scale per-canonical-cohort-pointer + per-canonical-metric-pointer + per-canonical-statistical-engine-spec + per-canonical-outlier-routing-spec + per-canonical-compliance-gate-spec + per-canonical-audit-trail.

How does per-metric statistical-engine + per-outlier routing work?

Per-portfolio per-banner per-location per-canonical-statistical-engine-spec runs per-portfolio per-canonical-per-metric-parametric-Z-score (per-Gaussian-assumption + per-cohort-mean + per-cohort-stdev + per-cohort-sample-size-correction + per-Bessel-correction + per-pooled-stdev) + per-canonical-per-metric-robust-modified-z-MAD + per-canonical-per-metric-Tukey-IQR-fence + per-canonical-per-metric-Grubbs-test + per-canonical-per-metric-Dixon-Q-test + per-canonical-per-metric-ESD-extreme-studentized-deviate + per-canonical-per-metric-DBSCAN-density-based-clustering + per-canonical-per-metric-Isolation-Forest + per-canonical-per-metric-LOF-local-outlier-factor + per-canonical-per-metric-one-class-SVM + per-canonical-per-metric-Mahalanobis-robust-covariance + per-canonical-per-metric-ARIMA-STL-seasonal-decomposition-residual + per-canonical-per-metric-Prophet-Meta + per-canonical-per-metric-TBATS + per-canonical-per-metric-Holt-Winters + per-canonical-per-metric-HMM-hidden-state-anomaly + per-canonical-per-metric-LSTM-autoencoder + per-canonical-per-metric-Transformer-autoencoder + per-canonical-per-metric-VAE-variational-autoencoder + per-canonical-per-metric-GAN-based-anomaly + per-canonical-per-metric-Random-Cut-Forest-AWS + per-canonical-per-metric-Twitter-ESD-time-series + per-canonical-per-metric-Numenta-HTM + per-canonical-per-metric-ADTK + per-canonical-per-metric-Luminol-LinkedIn + per-canonical-per-metric-Donut-Tsinghua + per-canonical-per-metric-SPOT + per-canonical-per-metric-Bayesian-changepoint + per-canonical-per-metric-CUSUM + per-canonical-per-metric-EWMA + per-canonical-per-metric-stationary-wavelet-transform-residual + per-canonical-per-metric-seasonality-adjusted-baseline (per-day-of-week + per-week-of-year + per-promo-period + per-back-to-school + per-tax-season + per-holiday + per-summer-vacation) + per-canonical-per-metric-multi-metric-scoring (per-Mahalanobis-distance + per-multivariate-Hotelling-T2 + per-PCA-projection-residual + per-deep-multi-metric-autoencoder) + per-canonical-per-metric-contextual-anomaly (per-point + per-collective + per-contextual + per-conditional-on-cohort-membership) + per-canonical-per-metric-cohort-drift (per-population-drift + per-prior-shift + per-covariate-shift + per-concept-drift + per-label-shift) + per-canonical-per-metric-confidence-tier + per-canonical-per-metric-explainability (per-Shapley-attribution + per-LIME + per-counterfactual + per-anchor-explanation). Per-canonical-outlier-routing-spec runs per-portfolio per-canonical-per-outlier-2-sigma-to-dashboard (per-Looker + per-Tableau + per-Power-BI + per-Qlik + per-Sisense + per-Mode + per-Hex + per-Metabase + per-Superset + per-Redash + per-Domo + per-ThoughtSpot + per-Looker-Studio) + per-canonical-per-outlier-3-sigma-to-CMO-Slack (per-Slack-channel + per-Teams-channel + per-email-digest + per-PagerDuty + per-Opsgenie) + per-canonical-per-outlier-4-sigma-to-CEO-PE-deck (per-Quarterly-Board-Deck + per-Monthly-Exec-Memo + per-PE-Sponsor-LP-Letter + per-Franchisee-Council-Memo) + per-canonical-per-outlier-5-sigma-to-board-emergency-page + per-canonical-per-outlier-root-cause-attribution-sketch (per-causal-uplift-CATE-T-S-X-DR-learner + per-CausalML + per-DoubleML + per-EconML + per-MMM-residual + per-Shapley-attribution + per-counterfactual-projection) + per-canonical-per-outlier-multi-arm-bandit-FBC + per-canonical-per-outlier-routing-confidence-tier + per-canonical-per-outlier-routing-explainability.

What does per-outlier compliance-gate + per-FDD-Item-19-financial-performance-representation do?

Per-portfolio per-banner per-location per-outlier per-canonical-compliance-gate-spec runs per-portfolio per-canonical-per-outlier-FINRA-2210 (per-content-standard + per-fair-and-balanced + per-substantiation + per-supervisory-review-pre-use + per-1-year-or-3-year-retention) + per-canonical-per-outlier-SEC-Reg-S-K (per-Item-303-MD-and-A + per-Item-105-risk-factor + per-Item-503-prospectus-summary) + per-canonical-per-outlier-SOX-302-CEO-CFO-certification + per-canonical-per-outlier-SOX-404-internal-control-over-financial-reporting + per-canonical-per-outlier-FDD-Item-19-financial-performance-representation (per-presentation-as-historical-or-projected + per-substantiation-basis-statement + per-required-disclaimer-language + per-time-period-covered + per-number-of-outlets-included + per-distribution-of-results + per-high-low-median-mean + per-state-FRR-FTC-Rule-required-format + per-supplemental-explanation-to-prospective-franchisee) + per-canonical-per-outlier-FDD-Item-17-termination-renewal + per-canonical-per-outlier-FDD-Item-12-territorial-protection + per-canonical-per-outlier-state-FRR + per-canonical-per-outlier-state-UDTPA + per-canonical-per-outlier-Lanham + per-canonical-per-outlier-Robinson-Patman + per-canonical-per-outlier-FTC-substantiation + per-canonical-per-outlier-FTC-MARS + per-canonical-per-outlier-FTC-Franchise-Rule + per-canonical-per-outlier-CFPB-UDAAP + per-canonical-per-outlier-FCRA + per-canonical-per-outlier-ECOA-Reg-B (per-protected-class-cohort-prohibition + per-disparate-impact-test + per-adverse-action-notice) + per-canonical-per-outlier-Fair-Housing-Act (per-protected-class-cohort-prohibition) + per-canonical-per-outlier-GLBA + per-canonical-per-outlier-HIPAA-PHI-Safe-Harbor (per-de-identification-before-cohort-publication + per-no-protected-class-cross-tab-when-health-vertical-cohort) + per-canonical-per-outlier-CCPA-CPRA + per-canonical-per-outlier-GDPR-Article-6-7-17-22 + per-canonical-per-outlier-LGPD + per-canonical-per-outlier-DPDP + per-canonical-per-outlier-PIPEDA + per-canonical-per-outlier-COPPA + per-canonical-per-outlier-EU-AI-Act-Article-50-transparency + per-canonical-per-outlier-EU-AI-Act-Article-13-14-15 + per-canonical-per-outlier-EU-AI-Act-Article-22-automated-decision-profiling + per-canonical-per-outlier-NIST-AI-RMF-GOVERN-MAP-MEASURE-MANAGE + per-canonical-per-outlier-ISO-42001 + per-canonical-per-outlier-ISO-27001 + per-canonical-per-outlier-SOC-2-Type-II + per-canonical-per-outlier-NIST-Privacy-Framework + per-canonical-per-outlier-FAIR-data-principles + per-canonical-per-outlier-OPA-Rego-AWS-Cedar-Casbin-Cerbos-Oso-policy-as-code + per-canonical-per-outlier-compliance-confidence-tier + per-canonical-per-outlier-compliance-explainability. The FDD Item 19 anchor is the most operationally distinctive constraint here: any outlier figure shown to prospective franchisees triggers Item 19 financial-performance-representation rules — substantiation basis statement + required disclaimer language + time-period covered + number of outlets included + distribution of results including high/low/median/mean + state FRR + FTC Rule format. Per-vendor account-flat-anomaly-score primitives produce a single number with no Item-19-aware framing — they are unfit to ship to franchisees without operator-side compliance overlay.

What does per-outlier cross-skill-handoff + per-location-benchmarking-agent-canonical-bundle do?

Per-portfolio per-outlier per-canonical-per-outlier-cross-skill-handoff runs per-portfolio per-canonical-per-outlier-handoff-to-two-sigma-outlier-flagging (parent commercial pillar at /two-sigma-outlier-flagging) + per-canonical-per-outlier-handoff-to-location-benchmarking (parent agent) + per-canonical-per-outlier-handoff-to-cohort-framed-kpi-rollup (sibling skill on location-benchmarking agent at /cohort-framed-kpi-rollup) + per-canonical-per-outlier-handoff-to-quarterly-board-deck-generation (sibling commercial at /quarterly-board-deck-generation) + per-canonical-per-outlier-handoff-to-cmo-dashboard (sibling commercial at /cmo-dashboard) + per-canonical-per-outlier-handoff-to-attribution-analysis (sibling commercial at /attribution-analysis) + per-canonical-per-outlier-handoff-to-per-location-multi-model-attribution-build-pillar + per-canonical-per-outlier-handoff-to-marketing-mix-modeling (sibling commercial at /marketing-mix-modeling) + per-canonical-per-outlier-handoff-to-customer-journey-tracking + per-canonical-per-outlier-handoff-to-multi-stream-subscription + per-canonical-per-outlier-handoff-to-seo-alerts + per-canonical-per-outlier-handoff-to-borderline-routing (sibling skill on governance-decision-router agent) + per-canonical-per-outlier-handoff-to-five-destination-routing + per-canonical-per-outlier-handoff-to-multi-dimensional-threshold-routing + per-canonical-per-outlier-handoff-to-fbc-override-learning + per-canonical-per-outlier-handoff-to-marketing-ai-autonomy-profile-configuration-build-pillar (sibling build-pillar at /how-to-build-marketing-ai-autonomy-profile-configuration-end-to-end) + per-canonical-per-outlier-handoff-to-tiered-pre-filter-deterministic-gates-build-pillar (sibling build-pillar at /how-to-build-tiered-pre-filter-deterministic-gates-for-ai-content-compliance) + per-canonical-per-outlier-handoff-to-per-jurisdiction-compliance-multi-state-franchise-build-pillar + per-canonical-per-outlier-handoff-to-versioned-customer-history-DSAR-build-pillar + per-canonical-per-outlier-handoff-to-versioned-history-regulatory-defense-build-pillar + per-canonical-per-outlier-handoff-to-routing-audit-trail-build-pillar + per-canonical-per-outlier-handoff-to-master-record-build-pillar + per-canonical-per-outlier-handoff-to-customer-change-event-emission-build-pillar + per-canonical-per-outlier-handoff-to-runtime-readable-behavioral-cohorts-build-pillar + per-canonical-per-outlier-handoff-to-cross-touchpoint-identity-resolution-build-pillar + per-canonical-per-outlier-handoff-to-foot-traffic-integration-build-pillar (sibling build-pillar at /how-to-build-foot-traffic-integration-for-multi-location-attribution) + per-canonical-per-outlier-handoff-to-weather-seasonality-patterns-build-pillar (sibling build-pillar at /how-to-build-multi-location-weather-driven-marketing-reactions) + per-canonical-per-outlier-handoff-to-event-tie-in-drafting-build-pillar (sibling build-pillar at /how-to-build-per-location-event-tie-in-drafting-at-multi-location-scale) + per-canonical-per-outlier-handoff-to-cs-agent-assist-build-pillar (sibling build-pillar at /how-to-build-multi-location-review-response-agent-assist) + per-canonical-per-outlier-handoff-to-per-location-dynamic-content-build-pillar (sibling build-pillar at /how-to-build-per-location-dynamic-content-for-multi-location-communications) + per-canonical-per-outlier-handoff-to-jsonld-generation-build-pillar + per-canonical-per-outlier-handoff-to-continuous-schema-audit-build-pillar. Per-location-benchmarking-agent-canonical-bundle integrates the two-sigma-outlier-flagging skill with sibling skills on the same location-benchmarking agent: per-canonical-two-sigma-outlier-flagging (this skill) + per-canonical-cohort-framed-kpi-rollup + per-canonical-cohort-definition + per-canonical-z-scoring-math + per-canonical-2-sigma-threshold + per-canonical-per-location-per-cohort-benchmark-report + per-canonical-board-prep-rendering + per-canonical-franchisee-council-memo-rendering. Per-canonical-end-to-end-SLA runs per-canonical-per-outlier-cohort-resolve-to-metric-resolve-to-statistical-engine-to-routing-tier-to-compliance-gate-to-FDD-Item-19-overlay-when-franchisee-facing-to-audit-trail-SLA canonical-SLA.

What does per-outlier audit-trail + per-canonical-end-to-end-replay do?

Per-portfolio per-outlier per-canonical-audit-trail runs per-portfolio per-canonical-per-outlier-canonical-audit-record (per-outlier-ID + per-banner-pointer + per-location-pointer + per-canonical-cohort-snapshot + per-canonical-metric-snapshot + per-statistical-method-snapshot + per-Z-score-snapshot + per-modified-Z-MAD-snapshot + per-Tukey-IQR-snapshot + per-Grubbs-snapshot + per-Dixon-Q-snapshot + per-ESD-snapshot + per-DBSCAN-snapshot + per-Isolation-Forest-snapshot + per-LOF-snapshot + per-one-class-SVM-snapshot + per-Mahalanobis-snapshot + per-ARIMA-STL-residual-snapshot + per-Prophet-snapshot + per-TBATS-snapshot + per-Holt-Winters-snapshot + per-HMM-snapshot + per-LSTM-autoencoder-snapshot + per-Transformer-autoencoder-snapshot + per-VAE-snapshot + per-GAN-snapshot + per-Random-Cut-Forest-snapshot + per-Twitter-ESD-snapshot + per-Numenta-HTM-snapshot + per-ADTK-snapshot + per-Luminol-snapshot + per-Donut-snapshot + per-SPOT-snapshot + per-Bayesian-changepoint-snapshot + per-CUSUM-snapshot + per-EWMA-snapshot + per-SWT-residual-snapshot + per-seasonality-adjusted-baseline-snapshot + per-multi-metric-scoring-snapshot + per-contextual-anomaly-snapshot + per-cohort-drift-snapshot + per-statistical-confidence-tier-snapshot + per-explainability-Shapley-LIME-counterfactual-anchor-snapshot + per-2-sigma-dashboard-snapshot + per-3-sigma-CMO-Slack-snapshot + per-4-sigma-CEO-PE-deck-snapshot + per-5-sigma-board-page-snapshot + per-root-cause-attribution-sketch-snapshot + per-multi-arm-bandit-FBC-snapshot + per-routing-confidence-tier-snapshot + per-FINRA-2210-snapshot + per-SEC-Reg-S-K-snapshot + per-SOX-302-snapshot + per-SOX-404-snapshot + per-FDD-Item-19-financial-performance-representation-snapshot + per-FDD-Item-17-snapshot + per-FDD-Item-12-snapshot + per-state-FRR-snapshot + per-state-UDTPA-snapshot + per-Lanham-snapshot + per-Robinson-Patman-snapshot + per-FTC-substantiation-snapshot + per-FTC-MARS-snapshot + per-FTC-Franchise-Rule-snapshot + per-CFPB-UDAAP-snapshot + per-FCRA-snapshot + per-ECOA-Reg-B-snapshot + per-Fair-Housing-Act-snapshot + per-GLBA-snapshot + per-HIPAA-PHI-Safe-Harbor-snapshot + per-CCPA-CPRA-snapshot + per-GDPR-Article-6-7-17-22-snapshot + per-LGPD-snapshot + per-DPDP-snapshot + per-PIPEDA-snapshot + per-COPPA-snapshot + per-EU-AI-Act-Article-50-snapshot + per-EU-AI-Act-Article-13-14-15-snapshot + per-EU-AI-Act-Article-22-snapshot + per-NIST-AI-RMF-snapshot + per-ISO-42001-snapshot + per-ISO-27001-snapshot + per-SOC-2-Type-II-snapshot + per-NIST-Privacy-Framework-snapshot + per-FAIR-data-principles-snapshot + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-snapshot + per-compliance-confidence-tier-snapshot + per-canonical-audit-record) + per-canonical-immutable-WORM-storage + per-canonical-7-year-IRS-tax-retention + per-canonical-7-year-FTC-substantiation-retention + per-canonical-7-year-HIPAA-medical-record-retention + per-canonical-7-year-SOX-record-retention + per-canonical-6-year-SEC-record-retention + per-canonical-3-year-FINRA-record-retention + per-canonical-FDD-Item-19-substantiation-record-retention. Per-canonical-end-to-end-replay runs per-portfolio per-canonical-per-outlier-statistical-engine-rewind + per-canonical-per-outlier-routing-rewind + per-canonical-per-outlier-compliance-gate-rewind + per-canonical-per-outlier-FDD-Item-19-overlay-rewind + per-canonical-per-outlier-replay-confidence-tier + per-canonical-per-outlier-replay-explainability.

Engage the location-benchmarking agent

Per-portfolio per-banner per-location per-canonical-cohort-pointer + per-canonical-metric-pointer + per-canonical-statistical-engine-spec + per-canonical-outlier-routing-spec + per-canonical-compliance-gate-spec + per-canonical-audit-trail + per-portfolio-audit-trail shipped as the orchestration layer above your existing per-AIOps-anomaly-vendor + per-BI-dashboard-vendor + per-data-orchestration-vendor + per-GRC-vendor + per-FDD-Item-19-renderer primitive.

Book a scope call Browse the 32-agent catalog