Get-found swarm · Product-Description Agent · Channel-policy-validation skill · Build pillar · Published July 30, 2026

How to build per-channel policy validation for product data feeds

This guide explains how to architect the channel-policy-validation skill on the product-description agent end-to-end at multi-channel feed-validation scale: per-portfolio per-banner per-SKU per-canonical-channel-pointer + per-canonical-per-channel-per-field-policy-catalog + per-canonical-per-channel-per-SKU-validation-engine + per-canonical-per-channel-per-violation-routing + per-canonical-per-channel-compliance-gate + per-canonical-per-channel-FBC-feedback-loop + per-canonical-per-channel-audit-trail + per-portfolio-audit-trail.

Engage the product-description agent See the 32-agent swarm

What you will build

Per-portfolio per-banner per-SKU per-canonical-channel-pointer across 39 channel types — Google Shopping Merchant Center + Microsoft Bing Shopping + Meta Catalog Manager + Instagram Shop + Facebook Shop + TikTok Shop + Pinterest Catalogs + Snap Catalogs + Amazon Marketplace + Amazon Vendor Central + Walmart Marketplace + Walmart Connect + Target Plus + eBay + Etsy + Wayfair + Best Buy + Home Depot + Lowes + Costco + Kroger Precision + Shopify Storefront + WooCommerce + Magento + BigCommerce + Salesforce Commerce + Adobe Commerce + Shopify Google/TikTok/Pinterest/Snap/Meta Channels + Idealo + PriceGrabber + Connexity + Klarna Shopping + Affirm Shopping + Shop Pay Catalog + Knowuh Shopping.
Per-canonical-per-channel-per-field-policy-catalog — per-field-required-vs-optional + per-13-data-type + per-min-max-length-value + per-allowed-enum-set + per-regex-pattern + per-uniqueness-scope + per-canonical-form + per-language-locale + per-character-set-rules + per-image-rules (format + min/max pixel + aspect ratio + color space + no watermark + no promotional overlay + text overlay percentage + people rules + prohibited content + file size) + per-GTIN-EAN-UPC-ISBN-MPN-validation (GS1 checksum + prefix pool) + per-Google-Product-Taxonomy + per-Amazon-Browse-Tree + per-Walmart-Item-Spec + per-Meta-Catalog-Product-Type + per-TikTok-Pinterest-Snap-Taxonomy + per-MAP + per-cross-channel-pricing-consistency + per-availability-state-enum + per-shipping-return-warranty-policy + per-restriction (age verification + prescription + export control + DEA + ATF + state recreational cannabis + state baby food + state ABC alcohol + FDA medical device + FDA DSHEA + FDA 21 CFR Part 101 + Prop 65).
Per-canonical-per-channel-per-SKU-validation-engine — per-rule-based-validation + per-NLP-validation + per-multi-LLM-validation (GPT-4o + Claude + Gemini-Pro + multi-LLM-ensemble + LLM-self-consistency + LLM-chain-of-thought) + per-image-validation (computer vision + OCR overlay extraction + prohibited content detection + watermark detection + text overlay percentage + people detection-and-policy) + per-XGBoost-LightGBM-CatBoost-classification + per-validation-confidence-tier + per-validation-explainability.
Per-canonical-per-channel-per-violation-routing + per-canonical-per-channel-compliance-gate — per-auto-fix-route (canonical form conversion + truncate/pad + Title Case + locale formatting + enum substitution + image re-encode/crop/text overlay strip/watermark strip + language translation + currency conversion + MAP floor uplift) + per-block-feed-publish-route + per-block-SKU-publish-route + per-degrade-channel-publish-route + per-batch-review-route + per-send-to-FBC-route + per-escalate-to-team-lead-route + per-escalate-to-legal-route + per-reject-with-feedback-route + per-6-stage-canary-rollout + per-shadow-mode + per-rollback + per-multi-stakeholder-approval + per-18-channel-policy + per-FTC-substantiation + per-FTC-MARS + per-FTC-AI-disclosure + per-FTC-endorsement-guides + per-FTC-Made-in-USA + per-FTC-Green-Guides + per-FTC-Health-Products-Compliance-Guide + per-FTC-Negative-Option-ROSCA + per-FTC-MAP + per-CFPB-UDAAP + per-FDA-21-CFR-Part-101-Part-202 + per-FDA-DSHEA + per-FDA-DSCSA + per-FDA-medical-device + per-FDA-cosmetic + per-USDA-Organic + per-USDA-COOL + per-NAD-NARB + per-state-baby-food + per-state-recreational-cannabis + per-state-ABC-alcohol + per-DEA + per-ATF + per-CPSC-CPSIA + per-EPA-FIFRA + per-Prop-65 + per-export-control-EAR-ITAR-OFAC + per-FDD-Item-12-Item-17-Item-19 + per-FINRA-2210 + per-SEC-Reg-S-K + per-HIPAA + per-Lanham + per-state-UDTPA + per-state-FRR + per-Robinson-Patman + per-WCAG-2.2-AA + per-Section-508 + per-ADA-Title-III + per-CCPA-CPRA + per-GDPR + per-LGPD + per-DPDP + per-PIPEDA + per-CASL + per-EU-AI-Act-Article-50 + 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-compliance-confidence-tier.
Per-canonical-FBC-feedback-loop + per-cross-skill-handoff + per-canonical-audit-trail — per-realized-channel-suspension-rate + per-realized-SKU-rejection-rate + per-realized-MAP-violation-rate + per-realized-policy-violation-rate + per-realized-auto-fix-success-rate + per-per-model-recalibration-cascade + per-pattern-learning + per-emerging-policy-change-detection + per-18-channel-policy-changelog-ingestion + per-model-drift-detection + per-model-retraining-trigger + per-handoff-to-27-sibling-skills + per-per-channel-canonical-audit-record + per-SOC-2-Type-II + per-immutable-WORM-storage + per-7-year-IRS-tax-retention + per-7-year-FTC-substantiation-retention + per-7-year-FDD-retention.

Why per-vendor-Channable-account-flat-attribute-map breaks at multi-channel feed-validation scale

At 1-account-1-flat-attribute-map scale per-account per-flat-attribute-map primitive is enough. At multi-channel feed-validation scale per-canonical-channel-pointer + per-canonical-per-channel-per-field-policy-catalog + per-canonical-per-channel-per-SKU-validation-engine + per-canonical-per-channel-per-violation-routing + per-canonical-per-channel-compliance-gate + per-canonical-per-channel-FBC-feedback-loop + per-canonical-per-channel-audit-trail.

Per-account-flat-attribute-map + per-channel-pointer-blind + per-channel-per-field-policy-catalog-blind + per-channel-per-SKU-validation-engine-blind + per-channel-per-violation-routing-blind + per-channel-compliance-gate-blind + per-channel-FBC-feedback-loop-blind + per-multi-format-audit-trail-blind + per-Google-Shopping-Microsoft-Bing-Meta-Catalog-TikTok-Pinterest-Snap-Amazon-Walmart-Target-eBay-Etsy-Wayfair-Best-Buy-Home-Depot-Lowes-Idealo-Klarna-Affirm-Policy-blind + per-FTC-substantiation-blind + per-FTC-MARS-blind + per-FTC-AI-disclosure-blind + per-FTC-endorsement-guides-blind + per-FTC-Made-in-USA-blind + per-FTC-Negative-Option-ROSCA-blind + per-FTC-MAP-blind + per-CFPB-UDAAP-blind + per-FDA-21-CFR-Part-101-Part-202-blind + per-FDA-DSHEA-blind + per-FDA-DSCSA-blind + per-FDA-medical-device-blind + per-USDA-Organic-blind + per-NAD-NARB-blind + per-DEA-blind + per-state-recreational-cannabis-blind + per-CPSC-CPSIA-blind + per-EPA-FIFRA-blind + per-Prop-65-blind + per-export-control-EAR-ITAR-OFAC-blind + per-FDD-Item-12-Item-17-Item-19-blind + per-FINRA-2210-blind + per-SEC-Reg-S-K-blind + per-HIPAA-blind + per-Lanham-blind + per-state-FRR-blind + per-Robinson-Patman-blind + per-WCAG-2.2-AA-blind + per-CCPA-CPRA-blind + per-GDPR-blind + per-EU-AI-Act-Article-50-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.

The operator-side architecture above per-vendor-flat-attribute-map primitive is canonical-channel-pointer + per-channel-per-field-policy-catalog + per-channel-per-SKU-validation-engine + per-channel-per-violation-routing + per-channel-compliance-gate + per-channel-FBC-feedback-loop + per-cross-skill-handoff + per-audit-trail + per-portfolio-audit-trail.

What is in market today

Per-platform per-product-feed-management-vendor

Channable, Feedonomics, DataFeedWatch, GoDataFeed, Productsup, Lengow, Shoplo, Sales & Orders, SimplyCast, Feedoptimise, AdNabu, Shopify Google Channel, Wakeupdata, Crealytics. Per-account per-flat-attribute-map primitive. Per-canonical-channel-pointer-canonical-per-channel-per-field-policy-catalog-canonical-per-channel-per-SKU-validation-engine-canonical-per-channel-per-violation-routing-canonical-per-channel-compliance-gate-canonical-per-channel-FBC-feedback-canonical-per-channel-audit-trail is not the primitive.

Per-platform per-PIM-vendor

Akeneo, Pimcore, Salsify, inriver, Plytix, Sales Layer, Bluestone PIM, Contentserv, Riversand, Stibo STEP, EnterWorks, Censhare. Per-account per-flat-attribute-schema primitive. Per-canonical-per-field-required-vs-optional-canonical-per-field-data-type-canonical-per-field-min-max-length-canonical-per-field-min-max-value-canonical-per-field-allowed-enum-set-canonical-per-field-regex-pattern-canonical-per-field-uniqueness-scope-canonical-per-field-canonical-form-canonical-per-field-language-canonical-per-field-character-set-canonical-per-field-image-rules-canonical-per-field-GTIN-EAN-UPC-ISBN-MPN-validation-canonical-per-field-Google-Product-Taxonomy-validation-canonical-per-field-Amazon-Browse-Tree-validation-canonical-per-field-Walmart-Item-Spec-validation-canonical-per-field-Meta-Catalog-Product-Type-validation-canonical-per-field-TikTok-Product-Category-validation-canonical-per-field-Pinterest-Taxonomy-validation-canonical-per-field-Snap-Taxonomy-validation-canonical-per-field-MAP-Minimum-Advertised-Price-policy-canonical-per-field-cross-channel-pricing-consistency-canonical-per-field-availability-state-enum-canonical-per-field-shipping-policy-spec-canonical-per-field-return-policy-spec-canonical-per-field-warranty-policy-spec is not the primitive.

Per-platform per-marketplace-management-vendor

ChannelAdvisor, Mirakl, Sellercloud, Linnworks, Codisto, Ecomdash, Sellbrite, Zentail. Per-account per-flat-marketplace-listing primitive. Per-canonical-per-violation-auto-fix-route-canonical-per-violation-block-feed-publish-route-canonical-per-violation-block-SKU-publish-route-canonical-per-violation-degrade-channel-publish-route-canonical-per-violation-batch-review-route-canonical-per-violation-send-to-FBC-route-canonical-per-violation-escalate-to-team-lead-route-canonical-per-violation-escalate-to-legal-route-canonical-per-violation-reject-with-feedback-route-canonical-per-violation-canary-rollout-canonical-per-violation-shadow-mode-canonical-per-violation-rollback-canonical-per-violation-multi-stakeholder-approval is not the primitive.

Per-platform per-Ad-Policy-compliance-vendor

Pathmatics, MOAT (Oracle), DoubleVerify, Integral Ad Science (IAS), Adloox, AdSafe Media, Comscore Activation. Per-account per-flat-policy-rule primitive (typically blind to per-channel per-field feed semantics). Per-canonical-per-channel-Google-Shopping-Policy-canonical-per-channel-Microsoft-Bing-Shopping-Policy-canonical-per-channel-Meta-Catalog-Policy-canonical-per-channel-TikTok-Shop-Policy-canonical-per-channel-Pinterest-Catalog-Policy-canonical-per-channel-Snap-Catalog-Policy-canonical-per-channel-Amazon-Marketplace-Policy-canonical-per-channel-Walmart-Marketplace-Policy-canonical-per-channel-Target-Plus-Policy-canonical-per-channel-eBay-Policy-canonical-per-channel-Etsy-Policy-canonical-per-channel-Wayfair-Policy-canonical-per-channel-Best-Buy-Marketplace-Policy-canonical-per-channel-Home-Depot-Marketplace-Policy-canonical-per-channel-Lowes-Marketplace-Policy-canonical-per-channel-Idealo-Policy-canonical-per-channel-Klarna-Affirm-Shopping-Policy is not the primitive.

How the architecture is built

Per-portfolio per-banner per-SKU per-canonical-channel-pointer-substrate. Per-39-canonical-channel canonical-channel.
Per-portfolio per-canonical-per-channel-per-field-policy-catalog. Per-field-required-vs-optional + per-13-data-type + per-min-max-length-value + per-allowed-enum-set + per-regex + per-uniqueness-scope + per-canonical-form + per-language-locale + per-character-set-rules + per-image-rules + per-GTIN-EAN-UPC-ISBN-MPN-validation + per-Google-Product-Taxonomy + per-Amazon-Browse-Tree + per-Walmart-Item-Spec + per-Meta-Catalog-Product-Type + per-TikTok-Pinterest-Snap-Taxonomy + per-MAP + per-cross-channel-pricing-consistency + per-availability-state-enum + per-shipping-return-warranty-policy + per-restriction canonical-policy-catalog.
Per-portfolio per-canonical-per-channel-per-SKU-validation-engine. Per-rule-based + per-NLP + per-multi-LLM + per-image-validation + per-XGBoost-LightGBM-CatBoost + per-validation-confidence-tier canonical-validation-engine.
Per-portfolio per-canonical-per-channel-per-violation-routing. Per-auto-fix-route + per-block-feed-publish-route + per-block-SKU-publish-route + per-degrade-channel-publish-route + per-batch-review-route + per-send-to-FBC-route + per-escalate-to-team-lead-route + per-escalate-to-legal-route + per-reject-with-feedback-route + per-6-stage-canary-rollout + per-shadow-mode + per-rollback + per-multi-stakeholder-approval + per-routing-confidence-tier canonical-violation-routing.
Per-portfolio per-canonical-per-channel-compliance-gate. Per-18-channel-policy + per-FTC-substantiation + per-FTC-MARS + per-FTC-AI-disclosure + per-FTC-endorsement-guides + per-FTC-Made-in-USA + per-FTC-Green-Guides + per-FTC-Health-Products-Compliance-Guide + per-FTC-Negative-Option-ROSCA + per-FTC-MAP + per-CFPB-UDAAP + per-FDA-21-CFR-Part-101-Part-202 + per-FDA-DSHEA + per-FDA-DSCSA + per-FDA-medical-device + per-FDA-cosmetic + per-USDA-Organic + per-USDA-COOL + per-NAD-NARB + per-state-baby-food + per-state-recreational-cannabis + per-state-ABC-alcohol + per-DEA + per-ATF + per-CPSC-CPSIA + per-EPA-FIFRA + per-Prop-65 + per-export-control-EAR-ITAR-OFAC + per-FDD-Item-12-Item-17-Item-19 + per-FINRA-2210 + per-SEC-Reg-S-K + per-HIPAA + per-Lanham + per-state-UDTPA + per-state-FRR + per-Robinson-Patman + per-WCAG-2.2-AA + per-Section-508 + per-ADA-Title-III + per-CCPA-CPRA + per-GDPR + per-LGPD + per-DPDP + per-PIPEDA + per-CASL + per-EU-AI-Act-Article-50 + 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-FBC-feedback-loop. Per-realized-channel-suspension-rate + per-realized-SKU-rejection-rate + per-realized-MAP-violation-rate + per-realized-policy-violation-rate + per-realized-auto-fix-success-rate + per-per-model-recalibration-cascade + per-pattern-learning + per-emerging-policy-change-detection + per-18-channel-policy-changelog-ingestion + per-model-drift-detection + per-model-retraining-trigger canonical-FBC.
Per-portfolio per-canonical-cross-skill-handoff. Per-handoff-to-27-sibling-skills canonical-handoff.
Per-portfolio per-canonical-audit-trail + per-portfolio-audit-trail. Per-per-channel-canonical-audit-record + per-18-channel-policy + per-FTC-substantiation + per-FTC-MARS + per-FTC-AI-disclosure + per-FTC-endorsement-guides + per-FTC-Made-in-USA + per-FTC-Negative-Option-ROSCA + per-FTC-MAP + per-CFPB-UDAAP + per-FDA-21-CFR-Part-101-Part-202 + per-FDA-DSHEA + per-FDA-DSCSA + per-USDA-Organic + per-NAD-NARB + per-state-recreational-cannabis + per-DEA + per-CPSC-CPSIA + per-EPA-FIFRA + per-Prop-65 + per-export-control-EAR-ITAR-OFAC + per-FDD-Item-12-Item-17-Item-19 + per-FINRA-2210 + per-SEC-Reg-S-K + per-HIPAA + per-Lanham + per-state-FRR + per-Robinson-Patman + per-WCAG-2.2-AA-Section-508-ADA-Title-III + per-CCPA-CPRA-DSAR + per-GDPR-DPIA + per-LGPD-ANPD + per-DPDP-India + per-PIPEDA-OPC + per-CASL-CRTC + per-EU-AI-Act-Article-50 + 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 canonical-audit.
Per-portfolio per-product-description-agent-canonical-bundle. Per-channel-policy-validation + per-per-channel-product-description-adaptation + per-bulk-sku-description-generation + per-product-feed-management canonical-bundle.
Per-portfolio per-canonical-end-to-end-SLA. Per-per-channel-per-SKU-validation-engine-resolve-to-violation-routing-to-compliance-gate-to-multi-stakeholder-approval-to-canary-rollout-to-FBC-SLA canonical-end-to-end-SLA.
Per-portfolio per-canonical-end-to-end-replay. Per-validation-rewind + per-violation-routing-rewind + per-canary-rollout-rewind + per-multi-stakeholder-approval-rewind + per-replay-confidence-tier + per-replay-explainability canonical-replay.

Frequently asked questions

What is per-channel policy validation for product data feeds at multi-channel feed-validation scale?

Per-channel policy validation for product data feeds runs per-portfolio per-banner per-SKU per-canonical-channel-pointer (per-Google-Shopping-Merchant-Center + per-Microsoft-Bing-Shopping + per-Meta-Catalog-Manager + per-Instagram-Shop + per-Facebook-Shop + per-TikTok-Shop + per-Pinterest-Catalogs + per-Snap-Catalogs + per-Amazon-Marketplace + per-Amazon-Vendor-Central + per-Walmart-Marketplace + per-Walmart-Connect + per-Target-Plus + per-eBay + per-Etsy + per-Wayfair + per-Best-Buy-Marketplace + per-Home-Depot-Marketplace + per-Lowes-Marketplace + per-Costco-Logistics + per-Kroger-Precision-Marketing + per-Shopify-Storefront + per-WooCommerce + per-Magento + per-BigCommerce + per-Salesforce-Commerce + per-Adobe-Commerce + per-Shopify-Google-Channel + per-Shopify-TikTok-Channel + per-Shopify-Pinterest-Channel + per-Shopify-Snap-Channel + per-Shopify-Meta-Channel + per-Idealo + per-PriceGrabber + per-Connexity + per-Klarna-Shopping + per-Affirm-Shopping + per-Shop-Pay-Catalog + per-Knowuh-Shopping + per-canonical-channel) + per-canonical-per-channel-per-field-policy-catalog + per-canonical-per-channel-per-SKU-validation-engine + per-canonical-per-channel-per-violation-routing + per-canonical-per-channel-compliance-gate + per-canonical-per-channel-FBC-feedback-loop + per-canonical-per-channel-audit-trail + per-portfolio-audit-trail.

Why does per-vendor-Channable-canonical-account-flat-attribute-map break at multi-channel feed-validation scale?

Per-vendor-Channable-canonical-account-flat-attribute-map ships per-account per-flat-attribute-map primitive — typically a single attribute-mapping spreadsheet plus a generic field-validation library that catches structural errors. No per-channel per-field policy catalog, no per-channel per-SKU validation engine with violation classification, no per-channel per-violation routing, no per-channel compliance gate, no per-channel FBC feedback loop. Per-vendor-Feedonomics + DataFeedWatch + GoDataFeed + Productsup + Lengow + Shoplo + Sales-Orders + SimplyCast + Feedoptimise + AdNabu + Shopify-Google-Channel + Wakeupdata + Crealytics + Akeneo + Pimcore + Salsify + inriver-canonical-account-flat-attribute-map ship per-vendor per-native account-flat-attribute-map primitives. At 1-account-1-flat-attribute-map scale per-account per-flat-attribute-map primitive is enough. At multi-channel feed-validation scale per-canonical-channel-pointer + per-canonical-per-channel-per-field-policy-catalog + per-canonical-per-channel-per-SKU-validation-engine + per-canonical-per-channel-per-violation-routing + per-canonical-per-channel-compliance-gate + per-canonical-per-channel-FBC-feedback-loop + per-canonical-per-channel-audit-trail.

How does per-channel per-field-policy-catalog + per-channel per-SKU validation-engine work?

Per-portfolio per-banner per-canonical-per-channel-per-field-policy-catalog runs per-portfolio per-canonical-per-field-required-vs-optional + per-canonical-per-field-data-type (per-string + per-integer + per-float + per-Boolean + per-enum + per-URL + per-DateTime + per-Duration + per-Geo-coordinate + per-PostalAddress + per-Money + per-Markdown + per-HTML-allowed-tags) + per-canonical-per-field-min-max-length + per-canonical-per-field-min-max-value + per-canonical-per-field-allowed-enum-set + per-canonical-per-field-regex-pattern + per-canonical-per-field-uniqueness-scope (per-SKU + per-banner + per-portfolio + per-channel) + per-canonical-per-field-canonical-form (per-NFC + per-NFD + per-NFKC + per-NFKD + per-Title-Case + per-Sentence-Case + per-UPPERCASE + per-lowercase + per-canonical-locale-formatting) + per-canonical-per-field-language (per-ISO-639-1 + per-ISO-639-2 + per-ISO-639-3 + per-IETF-BCP-47-locale) + per-canonical-per-field-character-set (per-Unicode + per-ASCII + per-no-emoji + per-no-zero-width-character + per-no-control-character + per-no-RTL-override + per-no-homoglyph) + per-canonical-per-field-image-rules (per-image-format-JPEG-PNG-WEBP-HEIC-AVIF + per-min-pixel-dimension + per-max-pixel-dimension + per-min-aspect-ratio + per-max-aspect-ratio + per-color-space-sRGB-AdobeRGB + per-no-watermark + per-no-promotional-overlay + per-no-text-overlay-exceeds-N-percent + per-no-people-N-rules + per-no-prohibited-content + per-min-file-size + per-max-file-size) + per-canonical-per-field-GTIN-EAN-UPC-ISBN-MPN-validation (per-GS1-checksum + per-GS1-prefix-pool + per-MPN-format) + per-canonical-per-field-Google-Product-Taxonomy-validation + per-canonical-per-field-Amazon-Browse-Tree-validation + per-canonical-per-field-Walmart-Item-Spec-validation + per-canonical-per-field-Meta-Catalog-Product-Type-validation + per-canonical-per-field-TikTok-Product-Category-validation + per-canonical-per-field-Pinterest-Taxonomy-validation + per-canonical-per-field-Snap-Taxonomy-validation + per-canonical-per-field-MAP-Minimum-Advertised-Price-policy + per-canonical-per-field-Map-Lower-Bound-Calculator + per-canonical-per-field-cross-channel-pricing-consistency + per-canonical-per-field-availability-state-enum + per-canonical-per-field-shipping-policy-spec + per-canonical-per-field-return-policy-spec + per-canonical-per-field-warranty-policy-spec + per-canonical-per-field-restriction (per-age-verification + per-prescription-required + per-export-control-EAR-ITAR-OFAC + per-DEA-controlled-substance + per-ATF-firearms-alcohol-tobacco + per-state-recreational-cannabis + per-state-baby-food + per-state-ABC-alcohol + per-FDA-medical-device + per-FDA-DSHEA + per-FDA-21-CFR-Part-101 + per-Prop-65) + per-canonical-per-field-policy-confidence-tier + per-canonical-per-field-policy-explainability. Per-canonical-per-channel-per-SKU-validation-engine runs per-portfolio per-canonical-per-SKU-rule-based-validation + per-canonical-per-SKU-NLP-validation + per-canonical-per-SKU-multi-LLM-validation (per-GPT-4o + per-Claude + per-Gemini-Pro + per-multi-LLM-ensemble + per-LLM-self-consistency + per-LLM-chain-of-thought) + per-canonical-per-SKU-image-validation (per-computer-vision + per-OCR-overlay-extraction + per-prohibited-content-detection + per-watermark-detection + per-text-overlay-percentage + per-people-detection-and-policy) + per-canonical-per-SKU-XGBoost-LightGBM-CatBoost-classification + per-canonical-per-SKU-validation-confidence-tier + per-canonical-per-SKU-validation-explainability.

What does per-channel per-violation-routing + per-channel compliance-gate work?

Per-portfolio per-banner per-channel per-canonical-per-violation-routing-spec runs per-portfolio per-canonical-per-violation-auto-fix-route (per-canonical-form-conversion + per-truncate-to-max-length + per-pad-to-min-length + per-canonical-form-Title-Case + per-canonical-locale-formatting + per-default-enum-substitution + per-image-re-encode-JPEG-PNG-WEBP + per-image-crop-to-aspect-ratio + per-image-text-overlay-strip + per-image-watermark-strip + per-language-translation + per-canonical-currency-conversion + per-MAP-floor-uplift) + per-canonical-per-violation-block-feed-publish-route + per-canonical-per-violation-block-SKU-publish-route + per-canonical-per-violation-degrade-channel-publish-route + per-canonical-per-violation-batch-review-route + per-canonical-per-violation-send-to-FBC-route + per-canonical-per-violation-escalate-to-team-lead-route + per-canonical-per-violation-escalate-to-legal-route + per-canonical-per-violation-reject-with-feedback-route + per-canonical-per-violation-canary-rollout (per-1-pct + per-5-pct + per-10-pct + per-25-pct + per-50-pct + per-100-pct) + per-canonical-per-violation-shadow-mode + per-canonical-per-violation-rollback + per-canonical-per-violation-multi-stakeholder-approval + per-canonical-per-violation-routing-confidence-tier + per-canonical-per-violation-routing-explainability + per-canonical-per-violation-handoff-to-five-destination-routing-build-pillar (sibling build-pillar at /how-to-build-five-destination-routing-for-ai-decision-approval). Per-canonical-per-channel-compliance-gate-spec runs per-portfolio per-canonical-per-channel-Google-Shopping-Policy + per-canonical-per-channel-Microsoft-Bing-Shopping-Policy + per-canonical-per-channel-Meta-Catalog-Policy + per-canonical-per-channel-TikTok-Shop-Policy + per-canonical-per-channel-Pinterest-Catalog-Policy + per-canonical-per-channel-Snap-Catalog-Policy + per-canonical-per-channel-Amazon-Marketplace-Policy + per-canonical-per-channel-Walmart-Marketplace-Policy + per-canonical-per-channel-Target-Plus-Policy + per-canonical-per-channel-eBay-Policy + per-canonical-per-channel-Etsy-Policy + per-canonical-per-channel-Wayfair-Policy + per-canonical-per-channel-Best-Buy-Marketplace-Policy + per-canonical-per-channel-Home-Depot-Marketplace-Policy + per-canonical-per-channel-Lowes-Marketplace-Policy + per-canonical-per-channel-Idealo-Policy + per-canonical-per-channel-Klarna-Affirm-Shopping-Policy + per-canonical-per-channel-FTC-substantiation-doctrine + per-canonical-per-channel-FTC-MARS + per-canonical-per-channel-FTC-AI-disclosure + per-canonical-per-channel-FTC-endorsement-guides + per-canonical-per-channel-FTC-Made-in-USA + per-canonical-per-channel-FTC-Green-Guides + per-canonical-per-channel-FTC-Health-Products-Compliance-Guide + per-canonical-per-channel-FTC-Negative-Option-ROSCA + per-canonical-per-channel-FTC-MAP + per-canonical-per-channel-CFPB-UDAAP + per-canonical-per-channel-FDA-21-CFR-Part-101 + per-canonical-per-channel-FDA-21-CFR-Part-202 + per-canonical-per-channel-FDA-DSHEA + per-canonical-per-channel-FDA-DSCSA + per-canonical-per-channel-FDA-medical-device + per-canonical-per-channel-FDA-cosmetic + per-canonical-per-channel-USDA-Organic + per-canonical-per-channel-USDA-COOL + per-canonical-per-channel-NAD-NARB + per-canonical-per-channel-state-baby-food + per-canonical-per-channel-state-recreational-cannabis + per-canonical-per-channel-state-ABC-alcohol + per-canonical-per-channel-DEA-controlled-substance + per-canonical-per-channel-ATF + per-canonical-per-channel-CPSC-CPSIA + per-canonical-per-channel-EPA-FIFRA + per-canonical-per-channel-Prop-65 + per-canonical-per-channel-export-control-EAR-ITAR-OFAC + per-canonical-per-channel-FDD-Item-12-Item-17-Item-19 + per-canonical-per-channel-FINRA-2210 + per-canonical-per-channel-SEC-Reg-S-K + per-canonical-per-channel-HIPAA + per-canonical-per-channel-Lanham + per-canonical-per-channel-state-UDTPA + per-canonical-per-channel-state-FRR + per-canonical-per-channel-Robinson-Patman + per-canonical-per-channel-WCAG-2.2-AA + per-canonical-per-channel-Section-508 + per-canonical-per-channel-ADA-Title-III + per-canonical-per-channel-CCPA-CPRA + per-canonical-per-channel-GDPR + per-canonical-per-channel-LGPD + per-canonical-per-channel-DPDP + per-canonical-per-channel-PIPEDA + per-canonical-per-channel-CASL + per-canonical-per-channel-EU-AI-Act-Article-50 + per-canonical-per-channel-EU-AI-Act-Article-13-Article-14-Article-15 + per-canonical-per-channel-NIST-AI-RMF + per-canonical-per-channel-ISO-42001 + per-canonical-per-channel-OPA-Rego-AWS-Cedar-Casbin-Cerbos-Oso-policy-as-code + per-canonical-per-channel-compliance-confidence-tier + per-canonical-per-channel-compliance-explainability.

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

Per-portfolio per-channel per-canonical-FBC-feedback-loop runs per-portfolio per-canonical-FBC-per-channel-realized-channel-suspension-rate-vs-predicted + per-canonical-FBC-per-channel-realized-SKU-rejection-rate-vs-predicted + per-canonical-FBC-per-channel-realized-MAP-violation-rate-vs-predicted + per-canonical-FBC-per-channel-realized-channel-policy-violation-rate-vs-predicted + per-canonical-FBC-per-channel-realized-auto-fix-success-rate + per-canonical-FBC-per-channel-classification-model-recalibration + per-canonical-FBC-per-channel-multi-LLM-recalibration + per-canonical-FBC-per-channel-image-validation-model-recalibration + per-canonical-FBC-per-channel-XGBoost-LightGBM-CatBoost-recalibration + per-canonical-FBC-per-channel-pattern-learning + per-canonical-FBC-per-channel-emerging-policy-change-detection + per-canonical-FBC-per-channel-policy-changelog-ingestion (per-Google-Shopping-policy-changelog + per-Microsoft-Bing-Shopping-policy-changelog + per-Meta-Catalog-policy-changelog + per-TikTok-Shop-policy-changelog + per-Pinterest-Catalog-policy-changelog + per-Snap-Catalog-policy-changelog + per-Amazon-Marketplace-policy-changelog + per-Walmart-Marketplace-policy-changelog + per-Target-Plus-policy-changelog + per-eBay-policy-changelog + per-Etsy-policy-changelog + per-Wayfair-policy-changelog + per-Best-Buy-Marketplace-policy-changelog + per-Home-Depot-Marketplace-policy-changelog + per-Lowes-Marketplace-policy-changelog + per-Idealo-policy-changelog + per-Klarna-Shopping-policy-changelog + per-Affirm-Shopping-policy-changelog) + per-canonical-FBC-per-channel-model-drift-detection + per-canonical-FBC-per-channel-model-retraining-trigger. Per-canonical-per-channel-cross-skill-handoff runs per-portfolio per-canonical-per-channel-handoff-to-channel-policy-validation (parent commercial pillar at /channel-policy-validation) + per-canonical-per-channel-handoff-to-product-description (parent agent) + per-canonical-per-channel-handoff-to-product-feed-management (sibling commercial at /product-feed-management) + per-canonical-per-channel-handoff-to-bulk-sku-description-generation (sibling commercial at /bulk-sku-description-generation) + per-canonical-per-channel-handoff-to-per-channel-product-description-orchestration-build-pillar (sibling build-pillar at /how-to-architect-channel-aware-product-description-orchestration) + per-canonical-per-channel-handoff-to-pim-software (sibling commercial at /pim-software) + per-canonical-per-channel-handoff-to-multi-pim-catalog-ingestion (sibling commercial at /multi-pim-catalog-ingestion) + per-canonical-per-channel-handoff-to-marketplace-management-software (sibling commercial at /marketplace-management-software) + per-canonical-per-channel-handoff-to-real-time-catalog-change-event-emission-build-pillar (sibling build-pillar at /how-to-build-real-time-catalog-change-event-emission) + per-canonical-per-channel-handoff-to-catalog-conflict-resolution-build-pillar (sibling build-pillar at /how-to-architect-catalog-conflict-resolution-golden-record-emission) + per-canonical-per-channel-handoff-to-per-vertical-catalog-schema-validation-build-pillar (sibling build-pillar at /how-to-build-per-vertical-catalog-schema-validation-for-multi-vertical-regulated-operators) + per-canonical-per-channel-handoff-to-claims-allowlist-substantiation-build-pillar (sibling build-pillar at /how-to-build-claims-allowlist-substantiation-for-ai-generated-marketing) + per-canonical-per-channel-handoff-to-multi-brand-forbidden-phrase-library-build-pillar (sibling build-pillar at /how-to-build-multi-brand-forbidden-phrase-library-for-ai-output-gating) + per-canonical-per-channel-handoff-to-five-destination-routing-build-pillar (sibling build-pillar at /how-to-build-five-destination-routing-for-ai-decision-approval) + per-canonical-per-channel-handoff-to-borderline-routing-build-pillar (sibling build-pillar at /how-to-build-borderline-routing-for-ai-outputs) + per-canonical-per-channel-handoff-to-fbc-override-learning-build-pillar (sibling build-pillar at /how-to-build-override-learning-ai-guardrails-for-multi-location-agents) + per-canonical-per-channel-handoff-to-routing-audit-trail-build-pillar (sibling build-pillar at /how-to-build-routing-audit-trails-for-ai-output-governance) + per-canonical-per-channel-handoff-to-versioned-history-regulatory-defense-build-pillar (sibling build-pillar at /how-to-build-versioned-history-regulatory-defense-for-multi-location-operators) + per-canonical-per-channel-handoff-to-marketing-compliance-software (sibling commercial at /marketing-compliance-software) + per-canonical-per-channel-handoff-to-per-vertical-compliance-overlay-build-pillar (sibling build-pillar at /how-to-build-per-vertical-compliance-overlay) + per-canonical-per-channel-handoff-to-marketing-vendor-changelog-monitoring (sibling commercial at /marketing-vendor-changelog-monitoring) + per-canonical-per-channel-handoff-to-filtered-regulatory-change-monitoring-build-pillar (sibling build-pillar at /how-to-build-filtered-regulatory-change-monitoring) + per-canonical-per-channel-handoff-to-per-vertical-pre-built-compliance-overlay-templates-build-pillar (sibling build-pillar at /how-to-build-per-vertical-pre-built-compliance-overlay-templates) + per-canonical-per-channel-handoff-to-rich-result-eligibility-scoring (sibling commercial at /rich-result-eligibility-scoring) + per-canonical-per-channel-handoff-to-multi-location-jsonld-generation (sibling commercial at /multi-location-jsonld-generation) + per-canonical-per-channel-handoff-to-continuous-schema-audit-build-pillar (sibling build-pillar at /how-to-build-continuous-schema-audit-for-multi-location-operators) + per-canonical-per-channel-handoff-to-redirect-chain-audit (sibling commercial at /redirect-chain-audit) + per-canonical-per-channel-handoff-to-canonical-tag-management (sibling commercial at /canonical-tag-management).

What does per-channel audit-trail + per-product-description-agent-canonical-bundle do?

Per-portfolio per-channel per-canonical-audit-trail runs per-portfolio per-canonical-per-channel-canonical-audit-record (per-validation-run-ID + per-banner-pointer + per-SKU-pointer + per-39-canonical-channel-pointer-snapshot + per-policy-catalog-snapshot + per-field-required-vs-optional-snapshot + per-field-data-type-snapshot + per-field-min-max-length-value-snapshot + per-field-allowed-enum-set-snapshot + per-field-regex-pattern-snapshot + per-field-uniqueness-scope-snapshot + per-field-canonical-form-snapshot + per-field-language-snapshot + per-field-character-set-snapshot + per-field-image-rules-snapshot + per-field-GTIN-EAN-UPC-ISBN-MPN-validation-snapshot + per-field-Google-Product-Taxonomy-snapshot + per-field-Amazon-Browse-Tree-snapshot + per-field-Walmart-Item-Spec-snapshot + per-field-Meta-Catalog-Product-Type-snapshot + per-field-TikTok-Pinterest-Snap-Taxonomy-snapshot + per-field-MAP-Lower-Bound-Calculator-snapshot + per-field-cross-channel-pricing-consistency-snapshot + per-field-availability-state-enum-snapshot + per-field-shipping-policy-snapshot + per-field-return-policy-snapshot + per-field-warranty-policy-snapshot + per-field-restriction-snapshot + per-rule-based-validation-snapshot + per-NLP-validation-snapshot + per-multi-LLM-validation-snapshot (GPT-4o + Claude + Gemini-Pro + multi-LLM-ensemble + LLM-self-consistency + LLM-chain-of-thought) + per-image-validation-snapshot (computer-vision + OCR-overlay-extraction + prohibited-content-detection + watermark-detection + text-overlay-percentage + people-detection-and-policy) + per-XGBoost-LightGBM-CatBoost-snapshot + per-validation-confidence-tier-snapshot + per-violation-auto-fix-route-snapshot + per-violation-block-feed-publish-snapshot + per-violation-block-SKU-publish-snapshot + per-violation-degrade-channel-publish-snapshot + per-violation-batch-review-snapshot + per-violation-send-to-FBC-snapshot + per-violation-escalate-to-team-lead-snapshot + per-violation-escalate-to-legal-snapshot + per-violation-reject-with-feedback-snapshot + per-canary-rollout-snapshot + per-shadow-mode-snapshot + per-rollback-snapshot + per-multi-stakeholder-approval-snapshot + per-routing-confidence-tier-snapshot + per-Google-Shopping-Microsoft-Bing-Meta-Catalog-TikTok-Pinterest-Snap-Amazon-Walmart-Target-eBay-Etsy-Wayfair-Best-Buy-Home-Depot-Lowes-Idealo-Klarna-Affirm-Policy-snapshot + per-FTC-substantiation-doctrine-snapshot + per-FTC-MARS-snapshot + per-FTC-AI-disclosure-snapshot + per-FTC-endorsement-guides-snapshot + per-FTC-Made-in-USA-snapshot + per-FTC-Green-Guides-snapshot + per-FTC-Health-Products-Compliance-Guide-snapshot + per-FTC-Negative-Option-ROSCA-snapshot + per-FTC-MAP-snapshot + per-CFPB-UDAAP-snapshot + per-FDA-21-CFR-Part-101-Part-202-snapshot + per-FDA-DSHEA-snapshot + per-FDA-DSCSA-snapshot + per-FDA-medical-device-snapshot + per-FDA-cosmetic-snapshot + per-USDA-Organic-snapshot + per-USDA-COOL-snapshot + per-NAD-NARB-snapshot + per-state-baby-food-snapshot + per-state-recreational-cannabis-snapshot + per-state-ABC-alcohol-snapshot + per-DEA-snapshot + per-ATF-snapshot + per-CPSC-CPSIA-snapshot + per-EPA-FIFRA-snapshot + per-Prop-65-snapshot + per-export-control-EAR-ITAR-OFAC-snapshot + per-FDD-Item-12-Item-17-Item-19-snapshot + per-FINRA-2210-snapshot + per-SEC-Reg-S-K-snapshot + per-HIPAA-snapshot + per-Lanham-snapshot + per-state-UDTPA-snapshot + per-state-FRR-snapshot + per-Robinson-Patman-snapshot + per-WCAG-2.2-AA-Section-508-ADA-Title-III-snapshot + per-CCPA-CPRA-snapshot + per-GDPR-snapshot + per-LGPD-snapshot + per-DPDP-snapshot + per-PIPEDA-snapshot + per-CASL-snapshot + per-EU-AI-Act-Article-50-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-snapshot + per-canonical-audit-record) + per-canonical-FTC-substantiation + per-canonical-FTC-MARS + per-canonical-FTC-AI-disclosure + per-canonical-FTC-endorsement-guides + per-canonical-FTC-Made-in-USA + per-canonical-FTC-Negative-Option-ROSCA + per-canonical-FTC-MAP + per-canonical-CFPB-UDAAP + per-canonical-FDA-21-CFR-Part-101-Part-202 + per-canonical-FDA-DSHEA + per-canonical-FDA-DSCSA + per-canonical-USDA-Organic + per-canonical-NAD-NARB + per-canonical-state-recreational-cannabis + per-canonical-DEA + per-canonical-CPSC-CPSIA + per-canonical-EPA-FIFRA + per-canonical-Prop-65 + per-canonical-export-control-EAR-ITAR-OFAC + per-canonical-FDD-Item-12-Item-17-Item-19 + per-canonical-FINRA-2210 + per-canonical-SEC-Reg-S-K + per-canonical-HIPAA + per-canonical-Lanham + per-canonical-state-FRR + per-canonical-Robinson-Patman + per-canonical-WCAG-2.2-AA-Section-508-ADA-Title-III + 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-50 + per-canonical-EU-AI-Act-Article-13-Article-14-Article-15 + per-canonical-NIST-AI-RMF + per-canonical-ISO-42001 + 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-product-description-agent-canonical-bundle integrates the channel-policy-validation skill with sibling skills on the same product-description agent: per-canonical-channel-policy-validation (this skill) + per-canonical-per-channel-product-description-adaptation + per-canonical-bulk-sku-description-generation + per-canonical-product-feed-management. Per-canonical-end-to-end-SLA runs per-canonical-per-channel-per-SKU-validation-engine-resolve-to-violation-routing-to-compliance-gate-to-multi-stakeholder-approval-to-canary-rollout-to-FBC-SLA canonical-SLA.

Engage the product-description agent

Per-portfolio per-banner per-SKU per-canonical-channel-pointer + per-canonical-per-channel-per-field-policy-catalog + per-canonical-per-channel-per-SKU-validation-engine + per-canonical-per-channel-per-violation-routing + per-canonical-per-channel-compliance-gate + per-canonical-per-channel-FBC-feedback-loop + per-canonical-per-channel-audit-trail + per-portfolio-audit-trail shipped as the orchestration layer above your existing per-product-feed-management-vendor + per-PIM-vendor + per-marketplace-management-vendor + per-Ad-Policy-compliance-vendor primitive.

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