Measure swarm · Offline-Attribution-Intelligence Agent · Per-location-attribution-models skill · Build pillar · Published July 15, 2026

How to build per-location multi-model attribution at multi-store scale

This guide explains how to architect the per-location-attribution-models skill on the offline-attribution-intelligence agent end-to-end at multi-store attribution scale: per-portfolio per-banner per-location per-customer per-canonical-touchpoint-pointer + per-canonical-per-attribution-model-stack-spec + per-canonical-per-model-reconciliation-spec + per-canonical-per-model-compliance-gate-spec + per-canonical-per-model-multi-LLM-pre-publish-check + per-canonical-per-model-FBC-feedback-loop + per-canonical-per-model-audit-trail + per-portfolio-audit-trail.

Engage the offline-attribution-intelligence agent See the 32-agent swarm

What you will build

Per-portfolio per-banner per-location per-customer per-canonical-touchpoint-pointer across per-paid-search-click + per-paid-social-click + per-paid-display-impression + per-paid-display-click + per-organic-search-click + per-organic-social-engagement + per-direct-visit + per-referral-visit + per-email-open + per-email-click + per-SMS-click + per-push-click + per-app-deep-link + per-call-tracking-call + per-direct-mail-PURL + per-direct-mail-QR + per-direct-mail-promo-code + per-foot-traffic-visit + per-in-store-receipt + per-loyalty-redemption + per-canonical-touchpoint.
Per-canonical-per-attribution-model-stack-spec — per-first-touch + per-last-touch + per-last-non-direct + per-linear-equal-credit + per-time-decay-half-life + per-position-based-40-20-40-U-shape + per-W-shape + per-Z-shape-full-path + per-custom-rule-based + per-data-driven-Shapley-value + per-Markov-chain-removal-effect + per-survival-analysis + per-Bayesian-causal-inference + per-incrementality-control-vs-holdout + per-geo-experiment-incrementality + per-ghost-bidding-incrementality + per-MMM-coefficient-attribution + per-MTA-multi-touch-attribution + per-unified-MMM-MTA + per-causal-uplift + per-multi-LLM-ensemble + per-attribution-confidence-tier + per-attribution-explainability.
Per-canonical-per-model-reconciliation-spec — per-revenue-budget-conservation + per-channel-coefficient-bound + per-saturation-adstock-correction + per-halo-cannibalization-correction + per-cross-model-revenue-sum-tolerance + per-cross-model-revenue-deviation-flag + per-cross-model-incrementality-floor + per-cross-model-incrementality-ceiling + per-per-model-reconciliation-confidence-tier + per-per-model-reconciliation-explainability.
Per-canonical-per-model-compliance-gate-spec + per-canonical-per-model-multi-LLM-pre-publish-check — per-FTC-substantiation-doctrine + per-FTC-MARS + per-FTC-AI-disclosure + per-FTC-endorsement-guides + per-FDD-Item-19-FPR + per-FINRA-2210 + per-CFPB-UDAAP + per-SEC-Reg-S-K + per-SOX-Section-302 + per-SOX-Section-404 + per-CCPA-CPRA-GDPR-PIPEDA-CASL-LGPD-DPDP + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-NIST-AI-RMF + per-ISO-42001 + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-as-code + per-multi-LLM-ensemble + per-attribution-claim-substantiation + per-revenue-claim-substantiation + per-incrementality-claim-substantiation + per-causal-vs-correlation-disambiguation + per-LLM-confidence-scoring + per-LLM-self-consistency-cross-check + per-LLM-chain-of-thought-extraction.
Per-canonical-per-model-FBC-feedback-loop + per-cross-skill-handoff + per-canonical-audit-trail + per-offline-attribution-intelligence-agent-canonical-bundle — per-realized-vs-attributed-revenue-MAPE-WAPE + per-realized-vs-attributed-incrementality + per-control-vs-holdout-realized-validation + per-geo-experiment-realized-validation + per-MMM-coefficient-recalibration + per-Markov-removal-effect-recalibration + per-Shapley-recalibration + per-Bayesian-prior-recalibration + per-causal-uplift-recalibration + per-time-decay-half-life-recalibration + per-position-based-weight-recalibration + per-saturation-adstock-recalibration + per-halo-cannibalization-recalibration + per-pattern-learning + per-emerging-channel-detection + per-model-drift-detection + per-model-retraining-trigger + per-handoff-to-21-sibling-skills + per-per-location-per-model-canonical-audit-record + per-FTC-substantiation + per-FTC-MARS + per-FTC-AI-disclosure + per-FTC-endorsement-guides + per-FDD-Item-19-FPR + per-FINRA-2210 + per-CFPB-UDAAP + per-SEC-Reg-S-K + per-SOX-Section-302 + per-SOX-Section-404 + per-CCPA-CPRA-DSAR + per-GDPR-DPIA + per-LGPD-ANPD + per-DPDP-India + per-PIPEDA-OPC + per-CASL-CRTC + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-NIST-AI-RMF + per-ISO-42001 + per-SOC-2-Type-II + per-immutable-WORM + per-7-year-IRS-tax-retention + per-7-year-FTC-substantiation-retention + per-7-year-FDD-retention + per-SEC-7-year-revenue-recognition-retention.

Why per-vendor-GA4-account-flat-attribution-model breaks at multi-store attribution scale

Per-vendor-GA4-canonical-account-flat-attribution-model ships per-account per-flat-attribution-model primitive (typically last-non-direct + data-driven attribution). Per-vendor-Adobe-Analytics + Mixpanel + Amplitude + Heap + Singular + AppsFlyer + Adjust + Branch + Kochava + Rockerbox + Northbeam + Triple-Whale + Hyros + Wicked-Reports + Measured + Analytic-Edge + Marketing-Evolution + Nielsen-MTA + Neustar-MarketShare-canonical-account-flat-attribution-model ship per-vendor per-native account-flat-attribution-model primitives.

At 1-account-1-flat-attribution scale per-account per-flat-attribution-model primitive is enough. At multi-store attribution scale per-canonical-per-location-per-attribution-model-stack-spec + per-canonical-per-model-reconciliation-spec + per-canonical-per-model-compliance-gate-spec + per-canonical-per-model-multi-LLM-pre-publish-check + per-canonical-per-model-FBC-feedback-loop + per-canonical-per-model-audit-trail.

Per-account-flat-attribution-model + per-per-location-per-attribution-model-stack-blind + per-per-model-reconciliation-blind + per-per-model-compliance-gate-blind + per-per-model-multi-LLM-pre-publish-blind + per-per-model-FBC-feedback-loop-blind + per-multi-format-audit-trail-blind + per-FTC-substantiation-doctrine-blind + per-FTC-MARS-blind + per-FTC-AI-disclosure-blind + per-FTC-endorsement-guides-blind + per-FDD-Item-19-FPR-blind + per-FINRA-2210-blind + per-CFPB-UDAAP-blind + per-SEC-Reg-S-K-blind + per-SOX-Section-302-blind + per-SOX-Section-404-blind + per-CCPA-CPRA-blind + per-GDPR-blind + per-LGPD-blind + per-DPDP-blind + per-EU-AI-Act-Article-13-Article-14-Article-15-blind + per-NIST-AI-RMF-blind + per-ISO-42001-blind + per-7-year-IRS-tax-retention-blind + per-7-year-FTC-substantiation-retention-blind + per-7-year-FDD-retention-blind + per-SEC-7-year-revenue-recognition-retention-blind.

The operator-side architecture above per-vendor-flat-attribution-model primitive is canonical-per-location-per-attribution-model-stack-spec + per-per-model-reconciliation-spec + per-per-model-compliance-gate-spec + per-per-model-multi-LLM-pre-publish-check + per-per-model-FBC-feedback-loop + per-per-model-audit-trail + per-portfolio-audit-trail.

What is in market today

Per-platform per-web-analytics-attribution-vendor

Google Analytics 4, Adobe Analytics, Mixpanel, Amplitude, Heap, Pendo, FullStory, Contentsquare, Hotjar, Quantum Metric, Glassbox, Microsoft Clarity, Matomo, Plausible. Per-account per-flat-attribution-model primitive. Per-canonical-per-location-per-attribution-model-stack-canonical-per-model-reconciliation-canonical-per-model-compliance-gate-canonical-per-model-multi-LLM-pre-publish-canonical-per-model-FBC-feedback-canonical-per-model-audit-trail is not the primitive.

Per-platform per-MMM-MTA-attribution-vendor

Rockerbox, Northbeam, Triple Whale, Hyros, Wicked Reports, Measured, Analytic Edge, Marketing Evolution, Nielsen MTA, Neustar MarketShare, IRI MMM, Fospha, MarketMixer, ResolutionMG, Robyn (Meta open-source), LightweightMMM (Google open-source), PyMC-Marketing (PyMC open-source), Recast. Per-account per-flat-attribution-model primitive (typically MMM OR MTA, rarely unified). Per-canonical-per-location-first-touch-canonical-per-location-last-touch-canonical-per-location-last-non-direct-touch-canonical-per-location-linear-equal-credit-canonical-per-location-time-decay-half-life-canonical-per-location-position-based-40-20-40-U-shape-canonical-per-location-W-shape-canonical-per-location-Z-shape-full-path-canonical-per-location-custom-rule-based-canonical-per-location-data-driven-Shapley-value-canonical-per-location-Markov-chain-removal-effect-canonical-per-location-survival-analysis-canonical-per-location-Bayesian-causal-inference-canonical-per-location-incrementality-control-vs-holdout-canonical-per-location-geo-experiment-incrementality-canonical-per-location-ghost-bidding-incrementality-canonical-per-location-MMM-coefficient-canonical-per-location-MTA-canonical-per-location-unified-MMM-MTA-canonical-per-location-causal-uplift-canonical-per-location-multi-LLM-ensemble is not the primitive.

Per-platform per-mobile-attribution-MMP-vendor

Singular, AppsFlyer, Adjust, Branch, Kochava, Tenjin, Tune, Apsalar, Attribution-Sciences, mParticle (with MMP integrations). Per-account per-flat-mobile-attribution primitive. Per-canonical-per-location-per-touchpoint-pointer-canonical-per-paid-search-click-canonical-per-paid-social-click-canonical-per-paid-display-impression-canonical-per-paid-display-click-canonical-per-organic-search-click-canonical-per-organic-social-engagement-canonical-per-direct-visit-canonical-per-referral-visit-canonical-per-email-open-click-canonical-per-SMS-click-canonical-per-push-click-canonical-per-app-deep-link-canonical-per-call-tracking-call-canonical-per-direct-mail-PURL-QR-promo-code-canonical-per-foot-traffic-visit-canonical-per-in-store-receipt-canonical-per-loyalty-redemption is not the primitive.

Per-platform per-incrementality-experiment-vendor

Measured Geo-Experiments, Haus, Lifesight, INCRMNTAL, Meta Conversion Lift, Google Lift Studies, GeoLift (Meta open-source), CausalImpact (Google open-source). Per-account per-flat-incrementality-experiment primitive. Per-canonical-per-location-per-model-reconciliation-canonical-per-revenue-budget-conservation-canonical-per-channel-coefficient-bound-canonical-per-saturation-adstock-correction-canonical-per-halo-cannibalization-correction-canonical-per-cross-model-revenue-sum-tolerance-canonical-per-cross-model-revenue-deviation-flag-canonical-per-cross-model-incrementality-floor-canonical-per-cross-model-incrementality-ceiling is not the primitive.

How the architecture is built

Per-portfolio per-banner per-location per-customer per-canonical-touchpoint-pointer-substrate. Per-20-canonical-touchpoint canonical-touchpoint.
Per-portfolio per-canonical-per-attribution-model-stack-spec. Per-first-touch + per-last-touch + per-last-non-direct + per-linear-equal-credit + per-time-decay-half-life + per-position-based-40-20-40-U-shape + per-W-shape + per-Z-shape-full-path + per-custom-rule-based + per-data-driven-Shapley-value + per-Markov-chain-removal-effect + per-survival-analysis + per-Bayesian-causal-inference + per-incrementality-control-vs-holdout + per-geo-experiment-incrementality + per-ghost-bidding + per-MMM-coefficient-attribution + per-MTA + per-unified-MMM-MTA + per-causal-uplift + per-multi-LLM-ensemble + per-attribution-confidence-tier + per-attribution-explainability canonical-model-stack.
Per-portfolio per-canonical-per-model-reconciliation-spec. Per-revenue-budget-conservation + per-channel-coefficient-bound + per-saturation-adstock-correction + per-halo-cannibalization-correction + per-cross-model-revenue-sum-tolerance + per-cross-model-revenue-deviation-flag + per-cross-model-incrementality-floor + per-cross-model-incrementality-ceiling canonical-reconciliation.
Per-portfolio per-canonical-per-model-compliance-gate-spec. Per-FTC-substantiation-doctrine + per-FTC-MARS + per-FTC-AI-disclosure + per-FTC-endorsement-guides + per-FDD-Item-19-FPR + per-FINRA-2210 + per-CFPB-UDAAP + per-SEC-Reg-S-K + per-SOX-Section-302 + per-SOX-Section-404 + per-CCPA-CPRA-GDPR-PIPEDA-CASL-LGPD-DPDP + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-NIST-AI-RMF + per-ISO-42001 + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-as-code canonical-compliance.
Per-portfolio per-canonical-per-model-multi-LLM-pre-publish-check. Per-multi-LLM-ensemble + per-attribution-claim-substantiation + per-revenue-claim-substantiation + per-incrementality-claim-substantiation + per-causal-vs-correlation-disambiguation + per-FTC-substantiation-cross-check + per-FTC-MARS-cross-check + per-FDD-Item-19-FPR-cross-check + per-FINRA-2210-cross-check + per-CFPB-UDAAP-cross-check + per-SEC-Reg-S-K-cross-check + per-LLM-confidence + per-LLM-self-consistency + per-LLM-chain-of-thought canonical-LLM.
Per-portfolio per-canonical-per-model-FBC-feedback-loop. Per-realized-vs-attributed-revenue-MAPE-WAPE + per-realized-vs-attributed-incrementality + per-control-vs-holdout-realized-validation + per-geo-experiment-realized-validation + per-MMM-coefficient-recalibration + per-Markov-removal-effect-recalibration + per-Shapley-recalibration + per-Bayesian-prior-recalibration + per-causal-uplift-recalibration + per-time-decay-half-life-recalibration + per-position-based-weight-recalibration + per-saturation-adstock-recalibration + per-halo-cannibalization-recalibration + per-pattern-learning + per-emerging-channel-detection + per-model-drift-detection + per-model-retraining-trigger canonical-FBC.
Per-portfolio per-canonical-cross-skill-handoff. Per-handoff-to-21-sibling-skills canonical-handoff.
Per-portfolio per-canonical-audit-trail + per-portfolio-audit-trail. Per-per-location-per-model-canonical-audit-record + per-FTC-substantiation + per-FTC-MARS + per-FTC-AI-disclosure + per-FTC-endorsement-guides + per-FDD-Item-19-FPR + per-FINRA-2210 + per-CFPB-UDAAP + per-SEC-Reg-S-K + per-SOX-Section-302 + per-SOX-Section-404 + per-CCPA-CPRA-DSAR + per-GDPR-DPIA + per-LGPD-ANPD + per-DPDP-India + per-PIPEDA-OPC + per-CASL-CRTC + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-NIST-AI-RMF + per-ISO-42001 + per-SOC-2-Type-II + per-immutable-WORM + per-7-year-IRS-tax-retention + per-7-year-FTC-substantiation-retention + per-7-year-FDD-retention + per-SEC-7-year-revenue-recognition-retention canonical-audit.
Per-portfolio per-offline-attribution-intelligence-agent-canonical-bundle. Per-per-location-attribution-models + per-multi-vendor-receipt-joining + per-foot-traffic-integration + per-multi-vendor-call-tracking + per-per-location-cross-channel-attribution-rollup + per-per-location-mmm + per-per-location-mmm-driven-budget-recommendation-engine + per-root-cause-attribution-sketch + per-multi-source-attribution-preserving-lead-ingestion + per-cross-touchpoint-identity-resolution + per-deterministic-probabilistic-hybrid-identity-resolution canonical-bundle.
Per-portfolio per-canonical-end-to-end-SLA. Per-per-location-per-touchpoint-ingestion-to-per-attribution-model-stack-fit-to-per-model-reconciliation-to-per-model-compliance-gate-to-multi-LLM-pre-publish-to-per-model-FBC-SLA canonical-end-to-end-SLA.
Per-portfolio per-canonical-end-to-end-replay. Per-replay-spec + per-replay-trace + per-replay-decision + per-per-location-per-model-attribution-rewind canonical-replay.

Frequently asked questions

What is per-location multi-model attribution at multi-store scale?

Per-location multi-model attribution runs per-portfolio per-banner per-location per-customer per-canonical-touchpoint-pointer (per-paid-search-click + per-paid-social-click + per-paid-display-impression + per-paid-display-click + per-organic-search-click + per-organic-social-engagement + per-direct-visit + per-referral-visit + per-email-open + per-email-click + per-SMS-click + per-push-click + per-app-deep-link + per-call-tracking-call + per-direct-mail-PURL + per-direct-mail-QR + per-direct-mail-promo-code + per-foot-traffic-visit + per-in-store-receipt + per-loyalty-redemption + per-canonical-touchpoint) + per-canonical-per-attribution-model-stack-spec + per-canonical-per-model-reconciliation-spec + per-canonical-per-model-compliance-gate-spec + per-canonical-per-model-multi-LLM-pre-publish-check + per-canonical-per-model-FBC-feedback-loop + per-canonical-per-model-audit-trail + per-portfolio-audit-trail.

Why does per-vendor-GA4-canonical-account-flat-attribution-model break at multi-store attribution scale?

Per-vendor-GA4-canonical-account-flat-attribution-model ships per-account per-flat-attribution-model primitive (typically last non-direct + data-driven attribution). Per-vendor-Adobe-Analytics-canonical + per-Mixpanel-canonical + per-Amplitude-canonical + per-Heap-canonical + per-Singular-canonical + per-AppsFlyer-canonical + per-Adjust-canonical + per-Branch-canonical + per-Kochava-canonical + per-Rockerbox-canonical + per-Northbeam-canonical + per-Triple-Whale-canonical + per-Hyros-canonical + per-Wicked-Reports-canonical + per-Measured-canonical + per-Analytic-Edge-canonical + per-Marketing-Evolution-canonical + per-Nielsen-MTA-canonical + per-Neustar-MarketShare-canonical-account-flat-attribution-model ship per-vendor per-native account-flat-attribution-model primitives. At 1-account-1-flat-attribution scale per-account per-flat-attribution-model primitive is enough. At multi-store attribution scale per-canonical-per-location-per-attribution-model-stack-spec + per-canonical-per-model-reconciliation-spec + per-canonical-per-model-compliance-gate-spec + per-canonical-per-model-multi-LLM-pre-publish-check + per-canonical-per-model-FBC-feedback-loop + per-canonical-per-model-audit-trail.

How does per-location per-attribution-model-stack + per-model reconciliation work?

Per-portfolio per-banner per-location per-canonical-per-attribution-model-stack-spec runs per-portfolio per-canonical-per-location-first-touch-model + per-canonical-per-location-last-touch-model + per-canonical-per-location-last-non-direct-touch-model + per-canonical-per-location-linear-equal-credit-model + per-canonical-per-location-time-decay-half-life-model + per-canonical-per-location-position-based-40-20-40-U-shape-model + per-canonical-per-location-W-shape-model + per-canonical-per-location-Z-shape-full-path-model + per-canonical-per-location-custom-rule-based-model + per-canonical-per-location-data-driven-Shapley-value-model + per-canonical-per-location-Markov-chain-removal-effect-model + per-canonical-per-location-survival-analysis-model + per-canonical-per-location-Bayesian-causal-inference-model + per-canonical-per-location-incrementality-control-vs-holdout-model + per-canonical-per-location-geo-experiment-incrementality-model + per-canonical-per-location-ghost-bidding-incrementality-model + per-canonical-per-location-MMM-marketing-mix-modeling-coefficient-attribution + per-canonical-per-location-MTA-multi-touch-attribution + per-canonical-per-location-unified-MMM-MTA + per-canonical-per-location-causal-uplift-model + per-canonical-per-location-multi-LLM-ensemble + per-canonical-per-location-attribution-confidence-tier + per-canonical-per-location-attribution-explainability. Per-canonical-per-model-reconciliation-spec runs per-portfolio per-canonical-per-location-per-model-reconciliation-rule (per-revenue-budget-conservation + per-channel-coefficient-bound + per-saturation-adstock-correction + per-halo-cannibalization-correction + per-cross-model-revenue-sum-tolerance + per-cross-model-revenue-deviation-flag + per-cross-model-incrementality-floor + per-cross-model-incrementality-ceiling) + per-canonical-per-location-per-model-reconciliation-confidence-tier + per-canonical-per-location-per-model-reconciliation-explainability + per-canonical-per-location-per-model-handoff-to-per-location-mmm-build-pillar (sibling build-pillar at /how-to-build-per-location-mmm-for-multi-store-marketing-budget-allocation) + per-canonical-per-location-per-model-handoff-to-per-location-mmm-driven-budget-recommendation-engine (sibling build-pillar at /how-to-build-per-location-mmm-driven-budget-recommendation-engine) + per-canonical-per-location-per-model-handoff-to-cross-channel-attribution-rollup (sibling build-pillar at /how-to-build-per-location-cross-channel-attribution-rollup-for-franchise-reporting).

What does per-location per-model compliance-gate + per-model multi-LLM-pre-publish work?

Per-portfolio per-banner per-location per-canonical-per-model-compliance-gate-spec runs per-portfolio per-canonical-per-location-per-model-FTC-substantiation-doctrine + per-canonical-per-location-per-model-FTC-MARS-multi-location-substantiation + per-canonical-per-location-per-model-FTC-AI-disclosure + per-canonical-per-location-per-model-FTC-endorsement-guides + per-canonical-per-location-per-model-FDD-Item-19-financial-performance-representation + per-canonical-per-location-per-model-FINRA-2210 + per-canonical-per-location-per-model-CFPB-UDAAP + per-canonical-per-location-per-model-SEC-Regulation-S-K-forward-looking-statement + per-canonical-per-location-per-model-SOX-Section-302-CEO-CFO-certification + per-canonical-per-location-per-model-SOX-Section-404-internal-control-attestation + per-canonical-per-location-per-model-CCPA-CPRA + per-canonical-per-location-per-model-GDPR + per-canonical-per-location-per-model-PIPEDA + per-canonical-per-location-per-model-CASL + per-canonical-per-location-per-model-LGPD + per-canonical-per-location-per-model-DPDP + per-canonical-per-location-per-model-EU-AI-Act-Article-13-Article-14-Article-15 + per-canonical-per-location-per-model-NIST-AI-RMF + per-canonical-per-location-per-model-ISO-42001-AI-management-system + per-canonical-per-location-per-model-OPA-Rego-AWS-Cedar-Casbin-Cerbos-Oso-policy-as-code + per-canonical-per-location-per-model-compliance-confidence-tier + per-canonical-per-location-per-model-compliance-explainability. Per-canonical-per-model-multi-LLM-pre-publish-check runs per-portfolio per-canonical-per-location-per-model-multi-LLM-ensemble + per-canonical-per-location-per-model-LLM-attribution-claim-substantiation + per-canonical-per-location-per-model-LLM-revenue-claim-substantiation + per-canonical-per-location-per-model-LLM-incrementality-claim-substantiation + per-canonical-per-location-per-model-LLM-causal-claim-vs-correlation-disambiguation + per-canonical-per-location-per-model-LLM-FTC-substantiation-doctrine + per-canonical-per-location-per-model-LLM-FTC-MARS + per-canonical-per-location-per-model-LLM-FDD-Item-19-FPR + per-canonical-per-location-per-model-LLM-FINRA-2210 + per-canonical-per-location-per-model-LLM-CFPB-UDAAP + per-canonical-per-location-per-model-LLM-SEC-Reg-S-K + per-canonical-per-location-per-model-LLM-confidence-scoring + per-canonical-per-location-per-model-LLM-self-consistency-cross-check + per-canonical-per-location-per-model-LLM-chain-of-thought-extraction.

What does per-location per-model FBC-feedback + per-cross-skill-handoff do?

Per-portfolio per-location per-canonical-per-model-FBC-feedback-loop runs per-portfolio per-canonical-FBC-per-location-per-model-realized-vs-attributed-revenue-MAPE + per-canonical-FBC-per-location-per-model-realized-vs-attributed-revenue-WAPE + per-canonical-FBC-per-location-per-model-realized-vs-attributed-incrementality + per-canonical-FBC-per-location-per-model-control-vs-holdout-realized-validation + per-canonical-FBC-per-location-per-model-geo-experiment-realized-validation + per-canonical-FBC-per-location-per-model-MMM-coefficient-recalibration + per-canonical-FBC-per-location-per-model-Markov-removal-effect-recalibration + per-canonical-FBC-per-location-per-model-Shapley-value-recalibration + per-canonical-FBC-per-location-per-model-Bayesian-prior-recalibration + per-canonical-FBC-per-location-per-model-causal-uplift-recalibration + per-canonical-FBC-per-location-per-model-time-decay-half-life-recalibration + per-canonical-FBC-per-location-per-model-position-based-weight-recalibration + per-canonical-FBC-per-location-per-model-saturation-adstock-recalibration + per-canonical-FBC-per-location-per-model-halo-cannibalization-recalibration + per-canonical-FBC-per-location-per-model-pattern-learning + per-canonical-FBC-per-location-per-model-emerging-channel-detection + per-canonical-FBC-per-location-per-model-model-drift-detection + per-canonical-FBC-per-location-per-model-model-retraining-trigger. Per-canonical-per-location-per-model-cross-skill-handoff runs per-portfolio per-canonical-per-location-per-model-handoff-to-per-location-attribution-models (parent commercial pillar at /per-location-attribution-models) + per-canonical-per-location-per-model-handoff-to-offline-attribution-intelligence (parent agent) + per-canonical-per-location-per-model-handoff-to-multi-vendor-receipt-joining (sibling build-pillar at /how-to-build-multi-vendor-receipt-joining-and-offline-attribution-end-to-end) + per-canonical-per-location-per-model-handoff-to-foot-traffic-integration (sibling build-pillar at /how-to-build-foot-traffic-integration-for-multi-location-attribution) + per-canonical-per-location-per-model-handoff-to-multi-vendor-call-tracking (sibling build-pillar at /how-to-build-multi-vendor-call-tracking-integration-for-franchise-offline-attribution) + per-canonical-per-location-per-model-handoff-to-per-location-cross-channel-attribution-rollup (sibling build-pillar at /how-to-build-per-location-cross-channel-attribution-rollup-for-franchise-reporting) + per-canonical-per-location-per-model-handoff-to-per-location-mmm (sibling build-pillar at /how-to-build-per-location-mmm-for-multi-store-marketing-budget-allocation) + per-canonical-per-location-per-model-handoff-to-per-location-mmm-driven-budget-recommendation-engine (sibling build-pillar at /how-to-build-per-location-mmm-driven-budget-recommendation-engine) + per-canonical-per-location-per-model-handoff-to-root-cause-attribution-sketch (sibling build-pillar at /how-to-build-root-cause-attribution-sketch-for-multi-location-kpi-diagnosis) + per-canonical-per-location-per-model-handoff-to-multi-source-attribution-preserving-lead-ingestion (sibling build-pillar at /how-to-build-multi-source-attribution-preserving-lead-ingestion) + per-canonical-per-location-per-model-handoff-to-cross-touchpoint-identity-resolution (sibling build-pillar at /how-to-build-cross-touchpoint-identity-resolution-at-multi-location-scale) + per-canonical-per-location-per-model-handoff-to-deterministic-probabilistic-hybrid-identity-resolution (sibling build-pillar at /how-to-build-deterministic-probabilistic-hybrid-identity-resolution) + per-canonical-per-location-per-model-handoff-to-marketing-forecasting (sibling build-pillar at /how-to-architect-marketing-forecasting-across-9-streams) + per-canonical-per-location-per-model-handoff-to-cross-stream-correlation (sibling build-pillar at /how-to-build-cross-stream-correlation-for-marketing-anomaly-diagnosis) + per-canonical-per-location-per-model-handoff-to-routing-audit-trail (sibling build-pillar at /how-to-build-routing-audit-trails-for-ai-output-governance) + per-canonical-per-location-per-model-handoff-to-versioned-history-regulatory-defense (sibling build-pillar at /how-to-build-versioned-history-regulatory-defense-for-multi-location-operators) + per-canonical-per-location-per-model-handoff-to-per-location-metric-ingestion (sibling build-pillar at /how-to-build-per-location-metric-ingestion-across-10-15-sources-per-location) + per-canonical-per-location-per-model-handoff-to-marketing-stack-integration-health (sibling build-pillar at /how-to-build-marketing-stack-integration-health-for-multi-vendor-campaign-operations) + per-canonical-per-location-per-model-handoff-to-per-location-rollup-reporting + per-canonical-per-location-per-model-handoff-to-customer-data-graph + per-canonical-per-location-per-model-handoff-to-brand-voice-management.

What does per-location per-model audit-trail + per-offline-attribution-intelligence-agent-canonical-bundle do?

Per-portfolio per-location per-model per-canonical-audit-trail runs per-portfolio per-canonical-per-location-per-model-canonical-audit-record (per-attribution-run-ID + per-banner-pointer + per-location-pointer + per-canonical-touchpoint-snapshot + per-paid-search-click-snapshot + per-paid-social-click-snapshot + per-paid-display-snapshot + per-organic-search-snapshot + per-organic-social-snapshot + per-direct-visit-snapshot + per-referral-visit-snapshot + per-email-open-click-snapshot + per-SMS-click-snapshot + per-push-click-snapshot + per-app-deep-link-snapshot + per-call-tracking-snapshot + per-direct-mail-PURL-QR-promo-snapshot + per-foot-traffic-visit-snapshot + per-in-store-receipt-snapshot + per-loyalty-redemption-snapshot + per-first-touch-model-snapshot + per-last-touch-model-snapshot + per-last-non-direct-touch-model-snapshot + per-linear-equal-credit-model-snapshot + per-time-decay-half-life-model-snapshot + per-position-based-40-20-40-U-shape-model-snapshot + per-W-shape-model-snapshot + per-Z-shape-full-path-model-snapshot + per-custom-rule-based-model-snapshot + per-data-driven-Shapley-value-model-snapshot + per-Markov-chain-removal-effect-model-snapshot + per-survival-analysis-model-snapshot + per-Bayesian-causal-inference-model-snapshot + per-incrementality-control-vs-holdout-model-snapshot + per-geo-experiment-incrementality-model-snapshot + per-ghost-bidding-incrementality-model-snapshot + per-MMM-coefficient-attribution-snapshot + per-MTA-multi-touch-attribution-snapshot + per-unified-MMM-MTA-snapshot + per-causal-uplift-model-snapshot + per-multi-LLM-ensemble-snapshot + per-attribution-confidence-tier + per-attribution-explainability + per-revenue-budget-conservation-snapshot + per-channel-coefficient-bound-snapshot + per-saturation-adstock-correction-snapshot + per-halo-cannibalization-correction-snapshot + per-cross-model-revenue-sum-tolerance-snapshot + per-cross-model-revenue-deviation-flag-snapshot + per-cross-model-incrementality-floor-snapshot + per-cross-model-incrementality-ceiling-snapshot + per-per-model-reconciliation-confidence-tier + per-per-model-reconciliation-explainability + per-FTC-substantiation-doctrine-snapshot + per-FTC-MARS-snapshot + per-FTC-AI-disclosure-snapshot + per-FTC-endorsement-guides-snapshot + per-FDD-Item-19-FPR-snapshot + per-FINRA-2210-snapshot + per-CFPB-UDAAP-snapshot + per-SEC-Reg-S-K-snapshot + per-SOX-Section-302-snapshot + per-SOX-Section-404-snapshot + per-CCPA-CPRA-GDPR-PIPEDA-CASL-LGPD-DPDP-snapshot + per-EU-AI-Act-Article-13-Article-14-Article-15-snapshot + per-NIST-AI-RMF-snapshot + per-ISO-42001-snapshot + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-snapshot + per-compliance-confidence-tier + per-compliance-explainability + per-multi-LLM-pre-publish-record + per-realized-MAPE-record + per-realized-WAPE-record + per-realized-incrementality-record + per-control-vs-holdout-realized-validation-record + per-geo-experiment-realized-validation-record + per-MMM-coefficient-recalibration-record + per-Markov-removal-effect-recalibration-record + per-Shapley-recalibration-record + per-Bayesian-prior-recalibration-record + per-causal-uplift-recalibration-record + per-time-decay-recalibration-record + per-position-based-weight-recalibration-record + per-saturation-adstock-recalibration-record + per-halo-cannibalization-recalibration-record + per-pattern-learning-record + per-emerging-channel-detection-record + per-model-drift-detection-record + per-model-retraining-trigger-record per-canonical-audit-record) + per-canonical-FTC-substantiation-doctrine + per-canonical-FTC-MARS + per-canonical-FTC-AI-disclosure + per-canonical-FTC-endorsement-guides + per-canonical-FDD-Item-19-FPR + per-canonical-FINRA-2210 + per-canonical-CFPB-UDAAP + per-canonical-SEC-Reg-S-K + per-canonical-SOX-Section-302 + per-canonical-SOX-Section-404 + per-canonical-CCPA-CPRA-DSAR + per-canonical-GDPR-DPIA + per-canonical-LGPD-ANPD + per-canonical-DPDP-India + per-canonical-PIPEDA-OPC + per-canonical-CASL-CRTC + per-canonical-EU-AI-Act-Article-13-Article-14-Article-15 + per-canonical-NIST-AI-RMF + per-canonical-ISO-42001-AI-management-system + per-canonical-SOC-2-Type-II + per-canonical-immutable-WORM-storage + per-canonical-7-year-IRS-tax-retention + per-canonical-7-year-FTC-substantiation-retention + per-canonical-7-year-FDD-retention + per-canonical-SEC-7-year-revenue-recognition-retention. Per-offline-attribution-intelligence-agent-canonical-bundle integrates the per-location-attribution-models skill with sibling skills on the same offline-attribution-intelligence agent: per-canonical-per-location-attribution-models (this skill) + per-canonical-multi-vendor-receipt-joining + per-canonical-foot-traffic-integration + per-canonical-multi-vendor-call-tracking + per-canonical-per-location-cross-channel-attribution-rollup + per-canonical-per-location-mmm + per-canonical-per-location-mmm-driven-budget-recommendation-engine + per-canonical-root-cause-attribution-sketch + per-canonical-multi-source-attribution-preserving-lead-ingestion + per-canonical-cross-touchpoint-identity-resolution + per-canonical-deterministic-probabilistic-hybrid-identity-resolution. Per-canonical-end-to-end-SLA runs per-canonical-per-location-per-touchpoint-ingestion-to-per-attribution-model-stack-fit-to-per-model-reconciliation-to-per-model-compliance-gate-to-multi-LLM-pre-publish-to-per-model-FBC-SLA canonical-SLA.

Engage the offline-attribution-intelligence agent

Per-portfolio per-banner per-location per-customer per-canonical-touchpoint-pointer + per-canonical-per-attribution-model-stack-spec + per-canonical-per-model-reconciliation-spec + per-canonical-per-model-compliance-gate-spec + per-canonical-per-model-multi-LLM-pre-publish-check + per-canonical-per-model-FBC-feedback-loop + per-canonical-per-model-audit-trail + per-portfolio-audit-trail shipped as the orchestration layer above your existing per-web-analytics-attribution-vendor + per-MMM-MTA-attribution-vendor + per-mobile-attribution-MMP-vendor + per-incrementality-experiment-vendor primitive.

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