Measure swarm · Location-Benchmarking Agent · Peer-cohort-computation skill · Build pillar · Published July 11, 2026

How to build peer-cohort computation at multi-location scale

This guide explains how to architect the peer-cohort-computation skill on the location-benchmarking agent end-to-end at multi-location franchise scale: per-portfolio per-location per-canonical-per-location-5-axis-cohort-definition-spec + per-per-location-cohort-assignment-spec + per-per-cohort-recomputation-cadence-spec + per-per-cohort-2-sigma-outlier-flagging-spec + per-per-cohort-cross-skill-handoff + per-per-cohort-multi-LLM-classification + per-per-cohort-confidence-interval-spec + per-per-cohort-explainability-spec + per-per-cohort-FBC-feedback-loop + per-per-cohort-audit-trail + per-portfolio audit-trail.

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

What you will build

Per-portfolio per-canonical-per-location-5-axis-cohort-definition-spec across per-region-axis (US Census Division + Region + DMA + CBSA + MSA + state + portfolio internal) + per-brand-banner-axis + per-store-size-square-footage-axis (under-2k + 2k-5k + 5k-10k + 10k-25k + 25k-50k + over-50k sqft) + per-vertical-NAICS-axis + per-ownership-model-axis (corp + franchisee + affiliate + master-franchisee + area-developer) + per-axis-weighting + per-multi-LLM-classification + per-confidence.
Per-canonical-per-location-cohort-assignment-spec — per-membership-vector + per-k-nearest-neighbor + per-Jaccard + per-Cosine + per-Euclidean similarity + per-membership-versioning + per-membership-rollback + per-behavioral-cohort-computation-handoff.
Per-canonical-per-cohort-recomputation-cadence-spec + per-2-sigma-outlier-flagging-spec — per-daily + per-weekly + per-monthly + per-quarterly + per-event-driven (new location opening + location closing + ownership transfer + rebrand banner change + square footage renovation + quarterly FDD update) + per-FBC-pattern-learning + per-organic-metric + per-paid-metric + per-review-metric + per-social-metric + per-foot-traffic-metric + per-receipt-metric + per-call-metric 2-sigma + per-z-score + per-percentile-rank + per-Mahalanobis-distance + per-two-sigma-outlier-flagging-handoff.
Per-canonical-per-cohort-multi-LLM + per-confidence-interval + per-explainability — per-multi-LLM-ensemble (GPT-4o + Claude Sonnet + Gemini Pro) + per-cohort-naming + per-cohort-persona-extraction + per-cohort-driver-extraction + per-cohort-outlier-narrative + per-confidence-scoring + per-self-consistency + per-chain-of-thought + per-Bayesian-posterior + per-frequentist + per-bootstrap + per-confidence-tier + per-SHAP + per-LIME + per-feature-importance + per-counterfactual + per-attribution-graph + per-causal-DAG + per-multi-LLM-narrative + per-chain-of-thought.
Per-canonical-per-cohort-cross-skill-handoff + per-FBC-feedback + per-audit-trail — per-handoff-to-peer-cohort-benchmarking + per-handoff-to-two-sigma-outlier-flagging + per-handoff-to-franchise-performance-correlation + per-handoff-to-benchmark-report + per-handoff-to-cohort-framed-kpi-rollup + per-handoff-to-per-franchisee-accountability-views + per-handoff-to-cohort-framed-benchmark-reports-at-multi-location-scale + per-handoff-to-cohort-framed-per-location-kpi-rollup + per-handoff-to-franchisee-accountability-dashboard + per-handoff-to-multi-location-reporting + per-realized-vs-predicted-feedback + per-axis-recalibration + per-membership-reassignment + per-recomputation-cadence-tuning + per-2-sigma-threshold-tuning + per-confidence-recalibration + per-explainability-tuning + per-per-cohort-canonical-audit-record + per-FDD-Item-12-attestation-export + per-FDD-Item-19-financial-performance-export + per-state-AG-export + per-EU-AI-Act-Article-13-transparency + per-EU-AI-Act-Article-14-human-oversight + per-NIST-AI-RMF-attestation + per-immutable-WORM-storage.

Why per-vendor-Buxton-quarterly-benchmark-study breaks at multi-location-multi-cohort-axis franchise scale

Per-vendor-Buxton-canonical-quarterly-benchmark-study ships per-account per-study per-quarterly-snapshot primitive. Per-vendor-Profitline + RetailNext + SiteZeus + Tango-Analytics + Esri-Business-Analyst + Pitney-Bowes-MapInfo + Placer-ai-Peer-Comp + GeoBlue + RegradesIQ-canonical-quarterly-benchmark-study ship per-vendor per-native quarterly-benchmark primitives.

At 1-axis-1-quarterly-snapshot scale per-account per-study per-quarterly-snapshot primitive is enough. At multi-location-multi-cohort-axis franchise scale per-per-location-5-axis-cohort-definition-spec + per-per-location-cohort-assignment-spec + per-per-cohort-recomputation-cadence-spec + per-per-cohort-2-sigma-outlier-flagging-spec + per-per-cohort-cross-skill-handoff + per-per-cohort-multi-LLM-classification + per-per-cohort-confidence-interval-spec + per-per-cohort-explainability-spec + per-per-cohort-FBC-feedback-loop + per-per-cohort-audit-trail.

Per-account-study-quarterly-snapshot + per-per-location-5-axis-cohort-definition-blind + per-per-location-cohort-assignment-blind + per-per-cohort-recomputation-cadence-blind + per-per-cohort-2-sigma-outlier-flagging-blind + per-per-cohort-cross-skill-handoff-blind + per-per-cohort-multi-LLM-classification-blind + per-per-cohort-confidence-interval-blind + per-per-cohort-explainability-blind + per-per-cohort-FBC-feedback-loop-blind + per-multi-format-audit-trail-blind + per-EU-AI-Act-Article-13-Article-14-blind + per-NIST-AI-RMF-blind.

The operator-side architecture above per-vendor-quarterly-benchmark-study primitive is canonical-per-location-5-axis-cohort-definition-spec + per-per-location-cohort-assignment-spec + per-per-cohort-recomputation-cadence-spec + per-per-cohort-2-sigma-outlier-flagging-spec + per-per-cohort-cross-skill-handoff + per-per-cohort-multi-LLM-classification + per-per-cohort-confidence-interval-spec + per-per-cohort-explainability-spec + per-per-cohort-FBC-feedback-loop + per-per-cohort-audit-trail + per-portfolio-audit-trail.

What is in market today

Per-platform per-retail-benchmarking-vendor

Buxton, Profitline, RetailNext, SiteZeus, Tango Analytics, Esri Business Analyst, Pitney Bowes MapInfo, Placer.ai Peer Comp, GeoBlue, RegradesIQ, IRI (Circana), Nielsen IQ, Synergos. Per-account per-study per-quarterly-snapshot primitive. Per-canonical-per-location-5-axis-cohort-definition-canonical-per-location-cohort-assignment-canonical-per-cohort-recomputation-cadence-canonical-per-cohort-2-sigma-outlier-flagging-canonical-per-cohort-multi-LLM-canonical-per-cohort-confidence-interval-canonical-per-cohort-explainability-canonical-per-cohort-cross-skill-handoff-canonical-per-cohort-FBC-feedback-canonical-per-cohort-audit-trail is not the primitive.

Per-platform per-cohort-analytics-vendor

Amplitude Cohorts, Mixpanel Cohorts, Heap Cohorts, Segment Personas, Twilio Engage Audiences, mParticle Audiences, Hightouch Audiences, Census Audiences, Pendo Cohorts, CleverTap Segments. Per-account per-cohort per-rule primitive. Per-canonical-per-location-cohort-membership-vector-canonical-per-location-cohort-k-nearest-neighbor-canonical-per-location-cohort-Jaccard-Cosine-Euclidean-similarity-canonical-per-location-cohort-membership-versioning-canonical-per-location-cohort-membership-rollback is not the primitive.

Per-platform per-anomaly-detection-vendor

Datadog Watchdog, New Relic NRQL Anomaly, Splunk IT Service Intelligence, Dynatrace Davis AI, AppDynamics Cognition Engine, Honeycomb BubbleUp, Lightstep Change Intelligence, Grafana Mimir, Prometheus alertmanager, Sumo Logic Cloud SIEM. Per-account per-stream per-metric primitive. Per-canonical-per-cohort-2-sigma-outlier-flagging-canonical-per-cohort-z-score-canonical-per-cohort-percentile-rank-canonical-per-cohort-Mahalanobis-distance-canonical-per-cohort-handoff-to-two-sigma-outlier-flagging is not the primitive.

Per-platform per-BI-dashboard-vendor

Looker, Tableau, Power BI, Domo, ThoughtSpot, Sigma Computing, Mode Analytics, Metabase, Apache Superset. Per-account per-dashboard primitive. Per-canonical-per-cohort-cross-skill-handoff-to-cohort-framed-kpi-rollup-canonical-per-cohort-cross-skill-handoff-to-franchisee-accountability-dashboard-canonical-per-cohort-cross-skill-handoff-to-multi-location-reporting-canonical-per-cohort-cross-skill-handoff-to-cohort-framed-benchmark-reports is not the primitive.

How the architecture is built

Per-portfolio per-canonical-per-location-5-axis-cohort-definition-substrate. Per-region-axis + per-brand-banner-axis + per-store-size-axis + per-vertical-NAICS-axis + per-ownership-model-axis + per-axis-weighting + per-multi-LLM-classification + per-confidence canonical-cohort-definition.
Per-portfolio per-canonical-per-location-cohort-assignment-spec. Per-membership-vector + per-k-nearest-neighbor + per-Jaccard-Cosine-Euclidean similarity + per-versioning + per-rollback + per-behavioral-cohort-computation-handoff canonical-assignment.
Per-portfolio per-canonical-per-cohort-recomputation-cadence-spec. Per-daily + per-weekly + per-monthly + per-quarterly + per-event-driven (6 event triggers) + per-FBC-pattern-learning canonical-cadence.
Per-portfolio per-canonical-per-cohort-2-sigma-outlier-flagging-spec. Per-7-metric-classes + per-z-score + per-percentile-rank + per-Mahalanobis-distance + per-two-sigma-outlier-flagging-handoff canonical-outlier.
Per-portfolio per-canonical-per-cohort-multi-LLM-classification. Per-multi-LLM-ensemble + per-cohort-naming + per-persona-extraction + per-driver-extraction + per-outlier-narrative + per-confidence + per-self-consistency + per-chain-of-thought canonical-LLM.
Per-portfolio per-canonical-per-cohort-confidence-interval-spec. Per-Bayesian-posterior + per-frequentist + per-bootstrap + per-confidence-tier canonical-confidence.
Per-portfolio per-canonical-per-cohort-explainability-spec. Per-SHAP + per-LIME + per-feature-importance + per-counterfactual + per-attribution-graph + per-causal-DAG + per-multi-LLM-narrative + per-chain-of-thought canonical-explainability.
Per-portfolio per-canonical-per-cohort-cross-skill-handoff. Per-handoff-to-10-sibling-skills canonical-handoff.
Per-portfolio per-canonical-per-cohort-FBC-feedback-loop. Per-realized-vs-predicted + per-axis-recalibration + per-membership-reassignment + per-recomputation-cadence-tuning + per-2-sigma-threshold-tuning + per-confidence-recalibration + per-explainability-tuning canonical-FBC.
Per-portfolio per-canonical-per-cohort-audit-trail + per-portfolio-audit-trail. Per-cohort-canonical-audit-record + per-FDD-Item-12 + per-FDD-Item-19 + per-state-AG + per-EU-AI-Act-Article-13 + per-EU-AI-Act-Article-14 + per-NIST-AI-RMF + per-immutable-WORM canonical-audit.
Per-portfolio per-location-benchmarking-agent-canonical-bundle. Per-peer-cohort-benchmarking + per-two-sigma-outlier-flagging + per-franchise-performance-correlation + per-benchmark-report + per-cohort-framed-kpi-rollup + per-franchisee-accountability-dashboard + per-multi-location-reporting + per-cmo-dashboard + per-per-franchisee-accountability-views + per-cohort-framed-benchmark-reports-at-multi-location-scale + per-cohort-framed-per-location-kpi-rollup canonical-bundle.
Per-portfolio per-canonical-end-to-end-SLA. Per-5-axis-define-to-assign-to-recompute-to-2-sigma-flag-to-LLM-classify-to-explain-to-handoff-SLA canonical-end-to-end-SLA.
Per-portfolio per-canonical-end-to-end-replay. Per-replay-spec + per-replay-trace + per-replay-decision canonical-replay.

Frequently asked questions

What is peer-cohort computation for every location at multi-location scale?

Peer-cohort computation runs per-portfolio per-location per-canonical-per-location-5-axis-cohort-definition-spec (per-region-axis + per-brand-banner-axis + per-store-size-square-footage-axis + per-vertical-NAICS-axis + per-ownership-model-corp-vs-franchisee-vs-affiliate-axis per-canonical-axis) + per-canonical-per-location-cohort-assignment-spec + per-canonical-per-cohort-recomputation-cadence-spec (per-daily + per-weekly + per-monthly + per-quarterly + per-event-driven per-canonical-cadence) + per-canonical-per-cohort-2-sigma-outlier-flagging-spec + per-canonical-per-cohort-cross-skill-handoff + per-canonical-per-cohort-multi-LLM-classification + per-canonical-per-cohort-confidence-interval-spec + per-canonical-per-cohort-explainability-spec + per-canonical-per-cohort-FBC-feedback-loop + per-canonical-per-cohort-audit-trail + per-portfolio audit-trail.

Why does per-vendor-Buxton-canonical-quarterly-benchmark-study break at multi-location-multi-cohort-axis franchise scale?

Per-vendor-Buxton-canonical-quarterly-benchmark-study ships per-account per-study per-quarterly-snapshot primitive. Per-vendor-Profitline-canonical + per-RetailNext-canonical + per-SiteZeus-canonical + per-Tango-Analytics-canonical + per-Esri-Business-Analyst-canonical + per-Pitney-Bowes-MapInfo-canonical + per-Placer-ai-Peer-Comp-canonical + per-GeoBlue-canonical + per-RegradesIQ-canonical-quarterly-benchmark-study ship per-vendor per-native quarterly-benchmark primitives. At 1-axis-1-quarterly-snapshot scale per-account per-study per-quarterly-snapshot primitive is enough. At multi-location-multi-cohort-axis franchise scale per-canonical-per-location-5-axis-cohort-definition-spec + per-canonical-per-location-cohort-assignment-spec + per-canonical-per-cohort-recomputation-cadence-spec + per-canonical-per-cohort-2-sigma-outlier-flagging-spec + per-canonical-per-cohort-cross-skill-handoff + per-canonical-per-cohort-multi-LLM-classification + per-canonical-per-cohort-confidence-interval-spec + per-canonical-per-cohort-explainability-spec + per-canonical-per-cohort-FBC-feedback-loop + per-canonical-per-cohort-audit-trail.

How does per-portfolio per-canonical-per-location-5-axis-cohort-definition + per-cohort-assignment work?

Per-portfolio per-canonical-per-location-5-axis-cohort-definition-spec runs per-portfolio per-canonical-per-region-axis-spec (per-US-Census-Division + per-US-Census-Region + per-DMA + per-CBSA + per-MSA + per-state + per-portfolio-internal-region per-canonical-region-axis) + per-canonical-per-brand-banner-axis-spec + per-canonical-per-store-size-square-footage-axis-spec (per-under-2k-sqft + per-2k-5k-sqft + per-5k-10k-sqft + per-10k-25k-sqft + per-25k-50k-sqft + per-over-50k-sqft per-canonical-size) + per-canonical-per-vertical-NAICS-axis-spec + per-canonical-per-ownership-model-corp-vs-franchisee-vs-affiliate-axis-spec (per-corp-owned + per-franchisee-owned + per-affiliate-owned + per-master-franchisee-owned + per-area-developer-owned per-canonical-ownership) + per-canonical-per-cohort-axis-weighting-spec + per-canonical-per-cohort-axis-multi-LLM-classification + per-canonical-per-cohort-axis-confidence-spec. Per-canonical-per-location-cohort-assignment-spec runs per-portfolio per-canonical-per-location-cohort-membership-vector-spec + per-canonical-per-location-cohort-k-nearest-neighbor-spec + per-canonical-per-location-cohort-similarity-Jaccard-Cosine-Euclidean-spec + per-canonical-per-location-cohort-membership-versioning + per-canonical-per-location-cohort-membership-rollback + per-canonical-per-location-cohort-membership-handoff-to-behavioral-cohort-computation-skill (sibling at /behavioral-cohort-computation).

What does per-portfolio per-canonical-per-cohort-recomputation-cadence + per-cohort-2-sigma-outlier-flagging do?

Per-portfolio per-canonical-per-cohort-recomputation-cadence-spec runs per-portfolio per-canonical-per-cohort-daily-recomputation-spec + per-canonical-per-cohort-weekly-recomputation-spec + per-canonical-per-cohort-monthly-recomputation-spec + per-canonical-per-cohort-quarterly-recomputation-spec + per-canonical-per-cohort-event-driven-recomputation-spec (per-new-location-opening + per-location-closing + per-ownership-transfer + per-rebrand-banner-change + per-square-footage-renovation + per-quarterly-FDD-update per-canonical-event-trigger) + per-canonical-per-cohort-recomputation-FBC-pattern-learning. Per-canonical-per-cohort-2-sigma-outlier-flagging-spec runs per-portfolio per-canonical-per-cohort-organic-metric-2-sigma-spec + per-canonical-per-cohort-paid-metric-2-sigma-spec + per-canonical-per-cohort-review-metric-2-sigma-spec + per-canonical-per-cohort-social-metric-2-sigma-spec + per-canonical-per-cohort-foot-traffic-metric-2-sigma-spec + per-canonical-per-cohort-receipt-metric-2-sigma-spec + per-canonical-per-cohort-call-metric-2-sigma-spec + per-canonical-per-cohort-z-score-spec + per-canonical-per-cohort-percentile-rank-spec + per-canonical-per-cohort-Mahalanobis-distance-spec + per-canonical-per-cohort-handoff-to-two-sigma-outlier-flagging-skill (sibling at /two-sigma-outlier-flagging).

What does per-portfolio per-canonical-per-cohort-multi-LLM + per-confidence-interval + per-explainability do?

Per-portfolio per-canonical-per-cohort-multi-LLM-classification runs per-portfolio per-canonical-multi-LLM-ensemble (per-GPT-4o + per-Claude-Sonnet + per-Gemini-Pro per-canonical-LLM) + per-canonical-per-cohort-LLM-cohort-naming + per-canonical-per-cohort-LLM-cohort-persona-extraction + per-canonical-per-cohort-LLM-cohort-driver-extraction + per-canonical-per-cohort-LLM-cohort-outlier-narrative + per-canonical-per-cohort-LLM-confidence-scoring + per-canonical-per-cohort-LLM-self-consistency + per-canonical-per-cohort-LLM-chain-of-thought-extraction. Per-canonical-per-cohort-confidence-interval-spec runs per-portfolio per-canonical-per-cohort-Bayesian-posterior-spec + per-canonical-per-cohort-frequentist-confidence-spec + per-canonical-per-cohort-bootstrap-confidence-spec + per-canonical-per-cohort-confidence-tier-spec. Per-canonical-per-cohort-explainability-spec runs per-portfolio per-canonical-per-cohort-SHAP-spec + per-canonical-per-cohort-LIME-spec + per-canonical-per-cohort-feature-importance-spec + per-canonical-per-cohort-counterfactual-explanation-spec + per-canonical-per-cohort-attribution-graph-spec + per-canonical-per-cohort-causal-DAG-spec + per-canonical-per-cohort-multi-LLM-narrative + per-canonical-per-cohort-chain-of-thought-extraction.

What does per-portfolio per-canonical-per-cohort-cross-skill-handoff + per-FBC-feedback + per-audit-trail + per-location-benchmarking-agent-canonical-bundle do?

Per-portfolio per-canonical-per-cohort-cross-skill-handoff runs per-portfolio per-canonical-per-cohort-handoff-to-peer-cohort-benchmarking (parent commercial pillar at /peer-cohort-benchmarking) + per-canonical-per-cohort-handoff-to-two-sigma-outlier-flagging (sibling at /two-sigma-outlier-flagging) + per-canonical-per-cohort-handoff-to-franchise-performance-correlation (sibling at /franchise-performance-correlation) + per-canonical-per-cohort-handoff-to-benchmark-report (sibling at /benchmark-report) + per-canonical-per-cohort-handoff-to-cohort-framed-kpi-rollup (sibling at /cohort-framed-kpi-rollup) + per-canonical-per-cohort-handoff-to-per-franchisee-accountability-views (sibling build-pillar at /how-to-build-per-franchisee-accountability-views) + per-canonical-per-cohort-handoff-to-cohort-framed-benchmark-reports-at-multi-location-scale (sibling build-pillar at /how-to-build-cohort-framed-benchmark-reports-at-multi-location-scale) + per-canonical-per-cohort-handoff-to-cohort-framed-per-location-kpi-rollup (sibling build-pillar at /how-to-build-cohort-framed-per-location-kpi-rollup) + per-canonical-per-cohort-handoff-to-franchisee-accountability-dashboard (sibling at /franchisee-accountability-dashboard) + per-canonical-per-cohort-handoff-to-multi-location-reporting (sibling at /multi-location-reporting). Per-canonical-per-cohort-FBC-feedback-loop runs per-portfolio per-canonical-FBC-per-cohort-realized-vs-predicted-feedback + per-canonical-FBC-per-cohort-axis-recalibration + per-canonical-FBC-per-cohort-membership-reassignment + per-canonical-FBC-per-cohort-recomputation-cadence-tuning + per-canonical-FBC-per-cohort-2-sigma-threshold-tuning + per-canonical-FBC-per-cohort-confidence-recalibration + per-canonical-FBC-per-cohort-explainability-tuning. Per-canonical-per-cohort-audit-trail runs per-portfolio per-canonical-per-cohort-canonical-audit-record (per-cohort-ID + per-location-membership-vector + per-cohort-axis-pointer-set + per-cohort-recomputation-cadence + per-cohort-2-sigma-outlier-record + per-multi-LLM-classification-record + per-confidence-interval + per-explainability-record + per-cross-skill-handoff-record + per-FBC-feedback per-canonical-audit-record) + per-canonical-FDD-Item-12-attestation-export + per-canonical-FDD-Item-19-financial-performance-export + per-canonical-state-AG-export + per-canonical-EU-AI-Act-Article-13-transparency + per-canonical-EU-AI-Act-Article-14-human-oversight + per-canonical-NIST-AI-RMF-attestation + per-canonical-immutable-WORM-storage. Per-location-benchmarking-agent-canonical-bundle integrates the peer-cohort-computation skill with sibling skills on the same agent: per-canonical-peer-cohort-benchmarking (parent commercial pillar) + per-canonical-two-sigma-outlier-flagging (sibling) + per-canonical-franchise-performance-correlation (sibling) + per-canonical-benchmark-report (sibling) + per-canonical-cohort-framed-kpi-rollup (sibling) + per-canonical-franchisee-accountability-dashboard (sibling) + per-canonical-multi-location-reporting (sibling) + per-canonical-cmo-dashboard (sibling) + per-canonical-per-franchisee-accountability-views (sibling build-pillar) + per-canonical-cohort-framed-benchmark-reports-at-multi-location-scale (sibling build-pillar) + per-canonical-cohort-framed-per-location-kpi-rollup (sibling build-pillar).

Engage the location-benchmarking agent

Per-portfolio per-location per-canonical-per-location-5-axis-cohort-definition-spec + per-per-location-cohort-assignment-spec + per-per-cohort-recomputation-cadence-spec + per-per-cohort-2-sigma-outlier-flagging-spec + per-per-cohort-cross-skill-handoff + per-per-cohort-multi-LLM-classification + per-per-cohort-confidence-interval-spec + per-per-cohort-explainability-spec + per-per-cohort-FBC-feedback-loop + per-per-cohort-audit-trail + per-portfolio audit-trail shipped as the orchestration layer above your existing per-retail-benchmarking-vendor + per-cohort-analytics-vendor + per-anomaly-detection-vendor + per-BI-dashboard-vendor primitive.

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