Get-found swarm · Product Description Orchestration Agent · Per-sku-description-generation skill · Build pillar · Published August 15, 2026

How to build SKU × channel bulk description orchestration at catalog scale

This guide explains how to architect the per-sku-description-generation skill on the product-description agent end-to-end at multi-SKU multi-channel catalog scale: per-portfolio per-banner per-SKU per-canonical-channel-pointer + per-canonical-description-class-pointer + per-canonical-channel-adaptation-spec + per-canonical-compliance-gate-spec + per-canonical-refresh-trigger-spec + per-canonical-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 47+ channel surfaces — DTC (Shopify + BigCommerce + Magento Adobe Commerce + WooCommerce + Squarespace Commerce + Wix Commerce) + Amazon (Seller Central 1P + 3P + Vendor Central + Brand Registry A+ Content + FBA + Fresh + Whole Foods) + Walmart (Marketplace + Connect + Plus) + Target Plus + eBay + Etsy + Wayfair + vendor portals (Home Depot + Lowes + Costco + BestBuy + Macys + Nordstrom + Bloomingdales + Saks + Neiman Marcus + TJX + Ross + Burlington + HSN + QVC + ShopHQ) + Instacart + DoorDash + Uber Eats + Grubhub + Google (Merchant Center + Shopping) + Facebook + Instagram + TikTok + Pinterest + Snap AR + YouTube + WhatsApp Business.
Per-canonical-description-class-pointer — per-short-description-160-320-500-char + per-long-description-1000-to-3000-words + per-bullet-feature-list-5-to-8 + per-FAQ-list-5-to-10 + per-SEO-meta-title-60-char + per-SEO-meta-description-155-char + per-Open-Graph + per-Twitter-Card + per-JSON-LD-Product-Offer-AggregateRating-Review + per-Amazon-A-plus-Content-modules + per-Q-and-A-section + per-sizing-fit-guide + per-care-instructions + per-material-composition + per-sustainability-label + per-country-of-origin + per-regulatory-disclosure + per-warranty-return-policy + per-shipping-copy + per-video-script + per-360-spin + per-AR-3D-model-copy + per-variant-differentiator (color + size + material) + per-upsell-cross-sell + per-bundle-copy + per-compare-with-similar + per-7-LLM-ensemble (GPT-4o + Claude Sonnet + Claude Opus + Gemini Pro + Mistral Large + Cohere Command + Llama 3 70B) + per-brand-voice-spec-adherence + per-claims-allowlist + per-forbidden-phrase-library + per-description-confidence-tier.
Per-canonical-channel-adaptation-spec — per-Amazon-Style-Guide (per-category + per-bullet-point-format + per-title-format + per-no-promotional-content + per-no-pricing + per-no-availability + per-no-shipping-claims + per-no-prohibited-words) + per-Amazon-Prohibited-Words + per-Walmart-Style-Guide + per-Target-Style-Guide + per-Google-Merchant-Center-30+-attribute-specs + per-Facebook-Catalog-Specs + per-Instagram-Shop-Specs + per-TikTok-Shop-Specs + per-Pinterest-Shopping-Specs + per-Wayfair-attribute-rules + per-Home-Depot-vendor-rules + per-Costco-vendor-rules + per-character-limits-per-field + per-14-language-adaptation + per-AB-test-multi-arm-bandit-UCB-Thompson + per-causal-uplift-CATE + per-channel-adaptation-confidence-tier.
Per-canonical-compliance-gate-spec + per-canonical-refresh-trigger-spec — 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-Negative-Option-ROSCA + per-FTC-MAP + per-FTC-Health-Products-Compliance-Guide + per-FTC-fake-review-rule-of-2024 + per-CFPB-UDAAP + per-CPSC-product-safety + per-ASTM-F963-toy + per-ASTM-F2923-childrens-jewelry + per-16-CFR-Part-1500-1303-1233 + per-CARB-Phase-2-formaldehyde + per-FDA-Part-101 + per-FDA-Part-117 + per-FDA-DSHEA + per-FDA-cosmetic + per-FDA-DSCSA + per-FDA-medical-device + per-FDA-OPDP-Rx-drug + per-DEA-Schedule-II-V + per-cannabis-state-board + per-alcohol-TABC-CalABC-SLA + per-Surgeon-General-warning + per-tobacco-FDA-state + per-state-lottery + per-California-Prop-65 + per-COOL + per-Lacey-Act + per-AAFCO-FDA-USDA-pet-food + per-EPA-pesticide + per-EPA-TSCA + per-USDA-organic + per-BPA-PFAS-lead-formaldehyde-free + per-Made-in-USA-FTC + per-Made-in-California + per-Buy-America-Act + per-Berry-Amendment + per-Section-889 + per-ITAR-EAR-export-controls + per-OFAC + per-conflict-minerals + per-UFLPA-Xinjiang + per-CE + per-UKCA + per-RoHS + per-WEEE + per-REACH + per-General-Product-Safety-Regulation-EU-2023-988 + per-Digital-Services-Act-Article-26-trader-identity + per-Digital-Services-Act-Article-30 + per-Digital-Markets-Act + per-WCAG-2.2-AA + per-ARIA + per-EAA-EN-301-549 + per-Section-508 + per-ADA-Title-III + per-CCPA-CPRA + per-GDPR-Article-6-7-17-22 + per-LGPD + per-DPDP + per-PIPEDA + per-COPPA + per-EU-AI-Act-Article-50 + per-EU-AI-Act-Article-13-14-15 + per-NIST-AI-RMF + per-ISO-42001 + per-ISO-27001 + per-SOC-2-Type-II + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-as-code + per-attribute-change-trigger (PIM master record + price + availability + image + variant + bundle + MAP) + per-SEO-drift-trigger (organic CTR drop + position drop + rich-result eligibility drop + Google update cutoff + AIO loss) + per-channel-policy-update-trigger (Amazon + Walmart + GMC + Facebook + TikTok update) + per-seasonality-trigger (back-to-school + summer + holiday + tax + graduation + Mothers-Day + Fathers-Day + Valentines + Halloween) + per-FBC-feedback-trigger (CTR drop + conversion drop + return rate spike + chargeback spike + 1-star review spike + negative Q&A spike + spam-flag pattern) + per-compliance-confidence-tier.
Per-canonical-cross-skill-handoff + per-canonical-audit-trail — per-handoff-to-30-sibling-skills + per-per-PDP-canonical-audit-record + per-immutable-WORM-storage + per-7-year-IRS-tax-retention + per-7-year-FTC-substantiation-retention + per-7-year-HIPAA-medical-record-retention + per-7-year-CPSC-record-retention + per-FDA-21-CFR-Part-11-electronic-signature-retention.

Why per-vendor-Akeneo-account-flat-SKU-copy breaks at multi-SKU multi-channel catalog-orchestration scale

Per-vendor-Akeneo-canonical-account-flat-SKU-copy ships per-account per-flat-SKU-copy primitive — typically a copywriter logs into Akeneo, finds the SKU row, writes 200-300 words of description copy into the rich-text field, copies that copy into the Shopify admin, the Amazon Seller Central inventory file, the Walmart Marketplace bulk template, and Channable for downstream syndication. No per-canonical-channel taxonomy across the 47+ channel surfaces, no per-canonical-description-class taxonomy across short/long/bullets/FAQ/meta/Open Graph/JSON-LD/A+ Content/Q&A/sizing/care/material/sustainability/COO/regulatory/warranty/shipping/video/360/AR/variant/upsell/bundle/compare, no per-channel-adaptation resolving Amazon-Style-Guide/Amazon-Prohibited-Words/Walmart-Style-Guide/Target-Style-Guide/Google-Merchant-Center-30+-attribute-specs/Facebook-Catalog-Specs/Instagram-Shop-Specs/TikTok-Shop-Specs/Pinterest-Shopping-Specs/Wayfair-rules/Home-Depot-rules/Costco-rules/character-limits-per-field, no per-PDP compliance gate with FTC substantiation / Green Guides / fake-review rule of 2024 / Health Products Compliance Guide / FDA Part 101 + Part 117 + DSHEA + cosmetic + DSCSA + medical device / DEA Schedule II-V / cannabis state board / alcohol TABC + Surgeon General / tobacco FDA / California Prop 65 / COOL / Lacey Act / AAFCO pet food / EPA pesticide / Made-in-USA / Berry Amendment / Section 889 / ITAR-EAR / OFAC / UFLPA Xinjiang / CPSC + ASTM F963 + ASTM F2923 / CARB Phase 2 / RoHS / WEEE / REACH / TSCA / CE / UKCA / General Product Safety Regulation EU 2023/988 / Digital Services Act Article 26 / WCAG 2.2 AA enforcement, no per-refresh trigger resolving attribute-change/SEO-drift/channel-policy-update/seasonality/FBC-feedback-from-CTR-conversion-return-chargeback-1-star-review, no per-PDP audit trail with regulatory-defense retention. Per-vendor-Salsify + Productsup + inriver + Pimcore + Plytix + Syndigo + Aprimo + Censhare + Riversand + Stibo + Contentserv + Informatica-PIM + Channable + GoDataFeed + Lengow + Feedonomics + DataFeedWatch + Rithum-ChannelAdvisor + ChannelEngine + Mirakl + Jasper + Copy.ai + Hypotenuse + Describely + Lily-AI + Bluecore + Hawksearch + Klevu + Constructor.io + Algolia-NeuralSearch + Coveo-canonical-account-flat-SKU-copy ship per-vendor per-native account-flat-SKU-copy primitives.

At 1-account-1-flat-SKU-copy scale per-account per-flat-SKU-copy primitive is enough. At multi-SKU multi-channel catalog-orchestration scale per-canonical-channel-pointer + per-canonical-description-class-pointer + per-canonical-channel-adaptation-spec + per-canonical-compliance-gate-spec + per-canonical-refresh-trigger-spec + per-canonical-audit-trail.

The matrix-dimension count is the operationally distinctive constraint: a 5,000-SKU × 9-channel catalog with quarterly refresh and FBC-feedback-triggered hot fixes produces ~180,000-360,000 PDP renders per year. Per-vendor account-flat-SKU-copy primitives operate at row-level — they do not own the matrix, the per-channel character-limits + style guides, the per-vertical compliance overlay, or the refresh-trigger taxonomy.

The operator-side architecture above per-vendor-flat-SKU-copy primitive is canonical-channel-pointer + per-description-class-pointer + per-channel-adaptation-spec + per-compliance-gate-spec + per-refresh-trigger-spec + per-cross-skill-handoff + per-audit-trail + per-portfolio-audit-trail.

What is in market today

Per-platform per-PIM-PXM-vendor

Akeneo, Salsify, Productsup, inriver, Pimcore, Plytix, Syndigo, Aprimo, Bynder PIM, Censhare, Riversand, Stibo Systems, Contentserv, Informatica MDM/PIM. Per-account per-flat-attribute-row primitive (typically blind to per-PDP description-class taxonomy + per-channel adaptation + per-PDP compliance gate + per-refresh-trigger semantics). Per-canonical-channel-pointer-canonical-description-class-pointer-canonical-channel-adaptation-canonical-compliance-gate-canonical-refresh-trigger-canonical-audit-trail is not the primitive.

Per-platform per-AI-content-vendor

Jasper, Copy.ai, Writesonic, ContentBot, Anyword, Persado, Phrasee, Hypotenuse AI, Describely, Lily AI, Bluecore, Hawksearch, Klevu Smart Categorization, Constructor.io, Algolia NeuralSearch, Coveo Relevance Cloud, Shopify Magic AI, Description Boss, Bluestone, Smartling. Per-account per-flat-AI-generation primitive (typically blind to per-SKU per-channel matrix + 47-channel adaptation + 30+ description-class composition + per-vertical compliance overlay + multi-LLM ensemble agreement semantics). Per-canonical-per-SKU-short-description-canonical-per-SKU-long-description-canonical-per-SKU-bullets-canonical-per-SKU-FAQ-canonical-per-SKU-SEO-meta-canonical-per-SKU-Open-Graph-canonical-per-SKU-JSON-LD-canonical-per-SKU-A-plus-Content-canonical-per-SKU-Q-and-A-canonical-per-SKU-sizing-canonical-per-SKU-care-canonical-per-SKU-material-canonical-per-SKU-sustainability-canonical-per-SKU-country-of-origin-canonical-per-SKU-regulatory-disclosure-canonical-per-SKU-warranty-canonical-per-SKU-shipping-canonical-per-SKU-video-canonical-per-SKU-360-spin-canonical-per-SKU-AR-3D-canonical-per-SKU-variant-differentiator-canonical-per-SKU-upsell-cross-sell-canonical-per-SKU-bundle-canonical-per-SKU-compare-with-similar is not the primitive.

Per-platform per-channel-feed-vendor

Channable, GoDataFeed, Productsup, Lengow, Feedonomics, DataFeedWatch, Rithum (formerly ChannelAdvisor), ChannelEngine, Mirakl. Per-account per-flat-feed-syndication primitive (typically blind to per-channel Amazon Style Guide + Amazon Prohibited Words + Walmart Style Guide + Target Style Guide + Google Merchant Center 30+ attribute specs + Facebook + Instagram + TikTok + Pinterest Shopping Specs + Wayfair + Home Depot + Costco rules + character-limits-per-field + 14-language adaptation + AB test multi-arm bandit + causal uplift CATE semantics). Per-canonical-per-channel-Amazon-Style-Guide-canonical-per-channel-Amazon-Prohibited-Words-canonical-per-channel-Walmart-Style-Guide-canonical-per-channel-Target-Style-Guide-canonical-per-channel-Google-Merchant-Center-attribute-specs-canonical-per-channel-Facebook-Catalog-Specs-canonical-per-channel-Instagram-Shop-Specs-canonical-per-channel-TikTok-Shop-Specs-canonical-per-channel-Pinterest-Shopping-Specs-canonical-per-channel-Wayfair-attribute-rules-canonical-per-channel-Home-Depot-vendor-rules-canonical-per-channel-Costco-vendor-rules-canonical-per-channel-character-limits-per-field-canonical-per-channel-14-language-adaptation-canonical-per-channel-AB-test-multi-arm-bandit-canonical-per-channel-causal-uplift-CATE is not the primitive.

Per-platform per-product-compliance-GRC-vendor

Assent Compliance, Source Intelligence, Sphera, Enhesa, Compliance & Risks, ChemADVISOR, Verisk 3E, IHS Markit (now S&P Global), UL Solutions, NSF International, Intertek, TÜV SÜD, Bureau Veritas, SGS, Hyperproof, Drata, Vanta, Thoropass, Tugboat Logic, OneTrust, TrustArc, Ketch, Securiti, Privacera, Skyflow, BigID, DataGrail, Transcend. Per-account per-flat-compliance-report primitive (typically blind to per-PDP FTC substantiation + Green Guides + fake-review rule of 2024 + Health Products Compliance Guide + FDA Part 101/Part 117/DSHEA/cosmetic/DSCSA/medical device/OPDP + DEA Schedule II-V + cannabis state board + alcohol TABC + California Prop 65 + UFLPA Xinjiang + CPSC + ASTM F963 + ASTM F2923 + CARB Phase 2 + RoHS + WEEE + REACH + CE + UKCA + General Product Safety Regulation EU 2023/988 + Digital Services Act Article 26 trader identity + WCAG/ARIA/EAA semantics). Per-canonical-per-PDP-FTC-substantiation-canonical-per-PDP-FTC-Green-Guides-canonical-per-PDP-FTC-fake-review-rule-of-2024-canonical-per-PDP-FTC-Health-Products-Compliance-Guide-canonical-per-PDP-CPSC-product-safety-canonical-per-PDP-ASTM-F963-canonical-per-PDP-ASTM-F2923-canonical-per-PDP-16-CFR-Part-1500-1303-1233-canonical-per-PDP-CARB-Phase-2-formaldehyde-canonical-per-PDP-FDA-Part-101-canonical-per-PDP-FDA-Part-117-canonical-per-PDP-FDA-DSHEA-canonical-per-PDP-FDA-cosmetic-canonical-per-PDP-FDA-DSCSA-canonical-per-PDP-FDA-medical-device-canonical-per-PDP-FDA-OPDP-Rx-drug-canonical-per-PDP-DEA-Schedule-II-V-canonical-per-PDP-cannabis-state-board-canonical-per-PDP-alcohol-TABC-CalABC-SLA-canonical-per-PDP-California-Prop-65-canonical-per-PDP-COOL-canonical-per-PDP-Lacey-Act-canonical-per-PDP-UFLPA-Xinjiang-canonical-per-PDP-CE-canonical-per-PDP-UKCA-canonical-per-PDP-RoHS-canonical-per-PDP-WEEE-canonical-per-PDP-REACH-canonical-per-PDP-General-Product-Safety-Regulation-EU-2023-988-canonical-per-PDP-Digital-Services-Act-Article-26-trader-identity-canonical-per-PDP-WCAG-2.2-AA-canonical-per-PDP-ARIA-canonical-per-PDP-EAA-EN-301-549 is not the primitive.

How the architecture is built

Per-portfolio per-banner per-SKU per-canonical-channel-pointer-substrate. Per-47-canonical-channel canonical-source.
Per-portfolio per-canonical-description-class-pointer. Per-26-canonical-description-class canonical-source.
Per-portfolio per-canonical-channel-adaptation-spec. Per-Amazon-Style-Guide + per-Amazon-Prohibited-Words + per-Walmart-Style-Guide + per-Target-Style-Guide + per-Google-Merchant-Center-attribute-specs + per-Facebook-Catalog-Specs + per-Instagram-Shop-Specs + per-TikTok-Shop-Specs + per-Pinterest-Shopping-Specs + per-Wayfair-attribute-rules + per-Home-Depot-vendor-rules + per-Costco-vendor-rules + per-character-limits-per-field + per-14-language-adaptation + per-AB-test-multi-arm-bandit-UCB-Thompson + per-causal-uplift-CATE + per-channel-adaptation-confidence-tier canonical-channel-adaptation.
Per-portfolio per-canonical-compliance-gate-spec. 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-Negative-Option-ROSCA + per-FTC-MAP + per-FTC-Health-Products-Compliance-Guide + per-FTC-fake-review-rule-of-2024 + per-CFPB-UDAAP + per-CPSC-product-safety + per-ASTM-F963 + per-ASTM-F2923 + per-16-CFR-Part-1500-1303-1233 + per-CARB-Phase-2-formaldehyde + per-FDA-Part-101 + per-FDA-Part-117 + per-FDA-DSHEA + per-FDA-cosmetic + per-FDA-DSCSA + per-FDA-medical-device + per-FDA-OPDP-Rx-drug + per-DEA-Schedule-II-V + per-cannabis-state-board + per-alcohol-TABC-CalABC-SLA + per-Surgeon-General-warning + per-tobacco-FDA-state + per-state-lottery + per-California-Prop-65 + per-COOL + per-Lacey-Act + per-AAFCO-FDA-USDA-pet-food + per-EPA-pesticide + per-EPA-TSCA + per-USDA-organic + per-BPA-PFAS-lead-formaldehyde-free + per-Made-in-USA-FTC + per-Made-in-California + per-Buy-America-Act + per-Berry-Amendment + per-Section-889 + per-ITAR-EAR + per-OFAC + per-conflict-minerals + per-UFLPA-Xinjiang + per-CE + per-UKCA + per-RoHS + per-WEEE + per-REACH + per-General-Product-Safety-Regulation-EU-2023-988 + per-Digital-Services-Act-Article-26-trader-identity + per-Digital-Services-Act-Article-30 + per-Digital-Markets-Act + per-WCAG-2.2-AA + per-ARIA + per-EAA-EN-301-549 + per-Section-508 + per-ADA-Title-III + per-CCPA-CPRA + per-GDPR-Article-6-7-17-22 + per-LGPD + per-DPDP + per-PIPEDA + per-COPPA + per-EU-AI-Act-Article-50 + per-EU-AI-Act-Article-13-14-15 + per-NIST-AI-RMF + per-ISO-42001 + per-ISO-27001 + per-SOC-2-Type-II + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-as-code canonical-compliance.
Per-portfolio per-canonical-refresh-trigger-spec. Per-attribute-change-trigger + per-SEO-drift-trigger + per-channel-policy-update-trigger + per-seasonality-trigger + per-FBC-feedback-trigger + per-refresh-confidence-tier canonical-refresh-trigger.
Per-portfolio per-canonical-cross-skill-handoff. Per-handoff-to-30-sibling-skills canonical-handoff.
Per-portfolio per-canonical-audit-trail + per-portfolio-audit-trail. Per-per-PDP-canonical-audit-record + per-immutable-WORM-storage + per-7-year-IRS-tax-retention + per-7-year-FTC-substantiation-retention + per-7-year-HIPAA-medical-record-retention + per-7-year-CPSC-record-retention + per-FDA-21-CFR-Part-11-electronic-signature-retention canonical-audit.
Per-portfolio per-product-description-agent-canonical-bundle. Per-per-sku-description-generation + per-per-channel-description-adaptation + per-per-SKU-SEO-meta + per-per-SKU-FAQ + per-per-SKU-bullets + per-per-SKU-A-plus-Content + per-per-SKU-variant-differentiator + per-per-SKU-refresh-loop canonical-bundle.
Per-portfolio per-canonical-end-to-end-SLA. Per-channel-resolve-to-description-engine-resolve-to-channel-adaptation-to-compliance-gate-to-refresh-trigger-to-publish-to-FBC-feedback-loop-SLA canonical-end-to-end-SLA.
Per-portfolio per-canonical-end-to-end-replay. Per-description-engine-rewind + per-channel-adaptation-rewind + per-compliance-gate-rewind + per-refresh-trigger-rewind + per-replay-confidence-tier + per-replay-explainability canonical-replay.

Frequently asked questions

What is SKU × channel bulk description orchestration at catalog scale for multi-SKU multi-channel operators?

SKU × channel bulk description orchestration runs per-portfolio per-banner per-SKU per-canonical-channel-pointer (per-DTC-Shopify + per-DTC-BigCommerce + per-DTC-Magento-Adobe-Commerce + per-DTC-WooCommerce + per-DTC-Squarespace-Commerce + per-DTC-Wix-Commerce + per-Amazon-Seller-Central-1P + per-Amazon-Seller-Central-3P + per-Amazon-Vendor-Central + per-Amazon-Brand-Registry-A-plus-Content + per-Amazon-FBA + per-Amazon-Fresh + per-Amazon-Whole-Foods + per-Walmart-Marketplace + per-Walmart-Connect + per-Walmart-Plus + per-Target-Plus + per-eBay + per-Etsy + per-Wayfair + per-Home-Depot-vendor + per-Lowes-vendor + per-Costco.com-vendor + per-BestBuy-vendor + per-Macys-vendor + per-Nordstrom-vendor + per-Bloomingdales-vendor + per-Saks-Fifth-Avenue-vendor + per-Neiman-Marcus-vendor + per-TJX-TJ-Maxx-HomeGoods-Marshalls-vendor + per-Ross-Stores + per-Burlington + per-HSN + per-QVC + per-ShopHQ + per-Instacart-catalog + per-DoorDash-marketplace + per-Uber-Eats-marketplace + per-Grubhub-marketplace + per-Google-Merchant-Center + per-Google-Shopping + per-Facebook-Shop-catalog + per-Instagram-Shop-catalog + per-TikTok-Shop-catalog + per-Pinterest-Shopping + per-Snap-AR-Shopping + per-YouTube-Shopping + per-WhatsApp-Business-catalog + per-canonical-channel) + per-canonical-description-class-pointer + per-canonical-channel-adaptation-spec + per-canonical-compliance-gate-spec + per-canonical-refresh-trigger-spec + per-canonical-audit-trail + per-portfolio-audit-trail.

Why does per-vendor-Akeneo-canonical-account-flat-SKU-copy break at multi-SKU multi-channel catalog-orchestration scale?

Per-vendor-Akeneo-canonical-account-flat-SKU-copy ships per-account per-flat-SKU-copy primitive — typically a copywriter logs into Akeneo, finds the SKU row, writes 200-300 words of description copy into the rich-text field, copies that copy into the Shopify admin, the Amazon Seller Central inventory file, the Walmart Marketplace bulk template, and Channable for downstream syndication. No per-canonical-channel taxonomy across the 47+ channel surfaces, no per-canonical-description-class taxonomy (short + long + bullets + FAQ + meta + Open Graph + JSON-LD + A+ Content + Q&A + sizing + care + material + sustainability + COO + regulatory + warranty + shipping + video + 360 + AR + variant + upsell + bundle + compare), no per-channel-adaptation resolving Amazon-Style-Guide / Amazon-Prohibited-Words / Walmart-Style-Guide / Target-Style-Guide / Google-Merchant-Center-attribute-specs / Facebook-Catalog-Specs / Instagram-Shop-Specs / TikTok-Shop-Specs / Pinterest-Shopping-Specs / Wayfair-attribute-rules / Home-Depot-vendor-rules / Costco-vendor-rules / character-limits-per-field-per-channel, no per-PDP compliance gate with FTC substantiation / FTC Green Guides / FTC fake-review rule of 2024 / FTC Health Products Compliance Guide / FDA Part 101 + Part 117 + DSHEA + cosmetic + DSCSA + medical device / DEA Schedule II-V / cannabis state board / alcohol TABC + Surgeon General / tobacco FDA / California Prop 65 / COOL / Lacey Act / AAFCO pet food / EPA pesticide / Made-in-USA / Berry Amendment / Section 889 / ITAR-EAR / OFAC / UFLPA Xinjiang / CPSC + ASTM F963 + ASTM F2923 / CARB Phase 2 formaldehyde / RoHS / WEEE / REACH / TSCA / CE / UKCA / General Product Safety Regulation EU 2023/988 / Digital Services Act Article 26 / WCAG 2.2 AA enforcement, no per-refresh trigger resolving attribute-change / SEO-drift / channel-policy-update / seasonality / FBC-feedback-from-CTR-conversion-return-chargeback-1-star-review, no per-PDP audit trail with regulatory-defense retention. Per-vendor-Salsify + Productsup + inriver + Pimcore + Plytix + Syndigo + Aprimo + Censhare + Riversand + Stibo + Contentserv + Informatica-PIM + Channable + GoDataFeed + Lengow + Feedonomics + DataFeedWatch + Rithum-ChannelAdvisor + ChannelEngine + Mirakl + Jasper + Copy.ai + Hypotenuse + Describely + Lily-AI + Bluecore + Hawksearch + Klevu + Constructor.io + Algolia-NeuralSearch + Coveo-canonical-account-flat-SKU-copy ship per-vendor per-native account-flat-SKU-copy primitives. At 1-account-1-flat-SKU-copy scale per-account per-flat-SKU-copy primitive is enough. At multi-SKU multi-channel catalog-orchestration scale per-canonical-channel-pointer + per-canonical-description-class-pointer + per-canonical-channel-adaptation-spec + per-canonical-compliance-gate-spec + per-canonical-refresh-trigger-spec + per-canonical-audit-trail.

How does per-SKU description-engine + per-channel adaptation work?

Per-portfolio per-banner per-SKU per-canonical-description-class-pointer runs per-portfolio per-canonical-per-SKU-short-description (per-160-char + per-320-char + per-500-char) + per-canonical-per-SKU-long-description (per-PDP-body-1000-to-3000-words) + per-canonical-per-SKU-bullet-feature-list (per-5-to-8-bullets + per-channel-character-limit) + per-canonical-per-SKU-FAQ-list (per-5-to-10-Qs) + per-canonical-per-SKU-SEO-meta-title-60-char + per-canonical-per-SKU-SEO-meta-description-155-char + per-canonical-per-SKU-Open-Graph + per-canonical-per-SKU-Twitter-Card + per-canonical-per-SKU-JSON-LD-Product-Offer-AggregateRating-Review + per-canonical-per-SKU-Amazon-A-plus-Content-modules + per-canonical-per-SKU-Q-and-A-section + per-canonical-per-SKU-sizing-fit-guide + per-canonical-per-SKU-care-instructions + per-canonical-per-SKU-material-composition + per-canonical-per-SKU-sustainability-label + per-canonical-per-SKU-country-of-origin + per-canonical-per-SKU-regulatory-disclosure + per-canonical-per-SKU-warranty-return-policy + per-canonical-per-SKU-shipping-copy + per-canonical-per-SKU-video-script + per-canonical-per-SKU-360-spin-description + per-canonical-per-SKU-AR-3D-model-copy + per-canonical-per-SKU-variant-differentiator (per-color + per-size + per-material) + per-canonical-per-SKU-upsell-cross-sell + per-canonical-per-SKU-bundle-copy + per-canonical-per-SKU-compare-with-similar + per-canonical-per-SKU-multi-LLM-ensemble (per-GPT-4o + per-Claude-Sonnet + per-Claude-Opus + per-Gemini-Pro + per-Mistral-Large + per-Cohere-Command + per-Llama-3-70B) + per-canonical-per-SKU-brand-voice-spec-adherence + per-canonical-per-SKU-claims-allowlist + per-canonical-per-SKU-forbidden-phrase-library + per-canonical-per-SKU-description-confidence-tier + per-canonical-per-SKU-description-explainability. Per-canonical-channel-adaptation-spec runs per-portfolio per-canonical-per-channel-Amazon-Style-Guide (per-category + per-bullet-point-format + per-title-format + per-keyword-stuffing-block + per-no-promotional-content + per-no-pricing + per-no-availability + per-no-shipping-claims + per-no-prohibited-words) + per-canonical-per-channel-Amazon-Prohibited-Words + per-canonical-per-channel-Walmart-Style-Guide + per-canonical-per-channel-Target-Style-Guide + per-canonical-per-channel-Google-Merchant-Center-attribute-specs (per-GTIN + per-MPN + per-brand + per-condition + per-availability + per-price + per-item_group_id + per-gender + per-age_group + per-product_type + per-google_product_category + per-item_id + per-identifier_exists + per-mobile_link + per-additional_image_link + per-sale_price + per-sale_price_effective_date + per-custom_label_0-4 + per-shipping + per-tax + per-color + per-material + per-pattern + per-size + per-size_type + per-size_system + per-energy_efficiency_class + per-min_handling_time + per-max_handling_time + per-transit_time_label + per-expiration_date) + per-canonical-per-channel-Facebook-Catalog-Specs + per-canonical-per-channel-Instagram-Shop-Specs + per-canonical-per-channel-TikTok-Shop-Specs + per-canonical-per-channel-Pinterest-Shopping-Specs + per-canonical-per-channel-Wayfair-attribute-rules + per-canonical-per-channel-Home-Depot-vendor-rules + per-canonical-per-channel-Costco-vendor-rules + per-canonical-per-channel-character-limits-per-field + per-canonical-per-channel-multi-language-adaptation (per-Spanish + per-Mandarin + per-Vietnamese + per-Korean + per-Tagalog + per-French + per-Arabic + per-Russian + per-Haitian-Creole + per-Polish + per-Portuguese + per-Hindi + per-Urdu + per-Bengali) + per-canonical-per-channel-AB-test-multi-arm-bandit (per-UCB + per-Thompson-Sampling + per-Epsilon-Greedy + per-LinUCB + per-Contextual-bandit + per-causal-uplift-CATE-T-S-X-DR-learner + per-CausalML + per-DoubleML + per-EconML) + per-canonical-per-channel-adaptation-confidence-tier + per-canonical-per-channel-adaptation-explainability.

What does per-PDP compliance-gate + per-PDP refresh-trigger do?

Per-portfolio per-SKU per-channel per-PDP per-canonical-compliance-gate-spec runs per-portfolio per-canonical-per-PDP-FTC-substantiation (per-product-claim + per-substantiation-document + per-claim-context-window) + per-canonical-per-PDP-FTC-MARS + per-canonical-per-PDP-FTC-AI-disclosure + per-canonical-per-PDP-FTC-endorsement-guides + per-canonical-per-PDP-FTC-Made-in-USA + per-canonical-per-PDP-FTC-Green-Guides-sustainability + per-canonical-per-PDP-FTC-Negative-Option-ROSCA + per-canonical-per-PDP-FTC-MAP + per-canonical-per-PDP-FTC-Health-Products-Compliance-Guide + per-canonical-per-PDP-FTC-fake-review-rule-of-2024 + per-canonical-per-PDP-CFPB-UDAAP + per-canonical-per-PDP-CPSC-product-safety (per-children + per-ASTM-F963-toy + per-ASTM-F2923-childrens-jewelry + per-16-CFR-Part-1500-general-safety + per-16-CFR-Part-1303-lead-paint + per-16-CFR-Part-1233 + per-CARB-Phase-2-formaldehyde) + per-canonical-per-PDP-FDA-Part-101-food-labeling + per-canonical-per-PDP-FDA-Part-117-food-safety + per-canonical-per-PDP-FDA-DSHEA-supplements + per-canonical-per-PDP-FDA-cosmetic + per-canonical-per-PDP-FDA-DSCSA-drug-supply-chain + per-canonical-per-PDP-FDA-medical-device + per-canonical-per-PDP-FDA-OPDP-Rx-drug + per-canonical-per-PDP-DEA-Schedule-II-V + per-canonical-per-PDP-cannabis-state-board-CA-CO-MA-NY-MI-IL-NJ-WA-OR-NV-AZ-AK-ME + per-canonical-per-PDP-alcohol-TABC-CalABC-SLA + per-canonical-per-PDP-Surgeon-General-warning + per-canonical-per-PDP-tobacco-FDA-state + per-canonical-per-PDP-state-lottery + per-canonical-per-PDP-California-Prop-65 + per-canonical-per-PDP-Country-of-Origin-Labeling-COOL + per-canonical-per-PDP-Lacey-Act-wildlife + per-canonical-per-PDP-AAFCO-pet-food + per-canonical-per-PDP-FDA-pet-food + per-canonical-per-PDP-USDA-pet-food + per-canonical-per-PDP-EPA-pesticide + per-canonical-per-PDP-EPA-Toxic-Substances-Control-Act-TSCA + per-canonical-per-PDP-USDA-organic + per-canonical-per-PDP-BPA-PFAS-lead-formaldehyde-free + per-canonical-per-PDP-Made-in-USA-FTC + per-canonical-per-PDP-Made-in-California + per-canonical-per-PDP-Buy-America-Act + per-canonical-per-PDP-Berry-Amendment + per-canonical-per-PDP-Section-889-Huawei-ZTE + per-canonical-per-PDP-ITAR-EAR-export-controls + per-canonical-per-PDP-OFAC-sanctions + per-canonical-per-PDP-conflict-minerals + per-canonical-per-PDP-UFLPA-Xinjiang-slave-labor-free + per-canonical-per-PDP-CE-EU + per-canonical-per-PDP-UKCA + per-canonical-per-PDP-RoHS + per-canonical-per-PDP-WEEE + per-canonical-per-PDP-REACH + per-canonical-per-PDP-General-Product-Safety-Regulation-EU-2023-988 + per-canonical-per-PDP-Digital-Services-Act-Article-26-trader-identity + per-canonical-per-PDP-Digital-Services-Act-Article-30 + per-canonical-per-PDP-Digital-Markets-Act + per-canonical-per-PDP-WCAG-2.2-AA-accessibility + per-canonical-per-PDP-ARIA + per-canonical-per-PDP-EAA-EN-301-549 + per-canonical-per-PDP-Section-508 + per-canonical-per-PDP-ADA-Title-III + per-canonical-per-PDP-CCPA-CPRA + per-canonical-per-PDP-GDPR-Article-6-7-17-22 + per-canonical-per-PDP-LGPD + per-canonical-per-PDP-DPDP + per-canonical-per-PDP-PIPEDA + per-canonical-per-PDP-COPPA + per-canonical-per-PDP-EU-AI-Act-Article-50 + per-canonical-per-PDP-EU-AI-Act-Article-13-14-15 + per-canonical-per-PDP-NIST-AI-RMF + per-canonical-per-PDP-ISO-42001 + per-canonical-per-PDP-ISO-27001 + per-canonical-per-PDP-SOC-2-Type-II + per-canonical-per-PDP-OPA-Rego-AWS-Cedar-Casbin-Cerbos-Oso-policy-as-code + per-canonical-per-PDP-compliance-confidence-tier + per-canonical-per-PDP-compliance-explainability. Per-canonical-refresh-trigger-spec runs per-portfolio per-canonical-per-PDP-attribute-change-trigger (per-PIM-master-record-update + per-price-update + per-availability-update + per-image-update + per-variant-add-remove + per-bundle-update + per-MAP-change) + per-canonical-per-PDP-SEO-drift-trigger (per-organic-CTR-drop + per-organic-position-drop + per-rich-result-eligibility-drop + per-Google-update-cutoff + per-AIO-loss) + per-canonical-per-PDP-channel-policy-update-trigger (per-Amazon-Style-Guide-update + per-Walmart-policy-update + per-Google-Merchant-Center-spec-update + per-Facebook-Catalog-update + per-TikTok-Shop-update) + per-canonical-per-PDP-seasonality-trigger (per-back-to-school + per-summer + per-holiday + per-tax + per-graduation + per-Mothers-Day + per-Fathers-Day + per-Valentines + per-Halloween) + per-canonical-per-PDP-FBC-feedback-trigger (per-CTR-drop + per-conversion-drop + per-return-rate-spike + per-chargeback-spike + per-1-star-review-spike + per-negative-Q-and-A-spike + per-spam-flag-pattern) + per-canonical-per-PDP-refresh-confidence-tier + per-canonical-per-PDP-refresh-explainability.

What does per-PDP cross-skill-handoff + per-product-description-agent-canonical-bundle do?

Per-portfolio per-PDP per-canonical-per-PDP-cross-skill-handoff runs per-portfolio per-canonical-per-PDP-handoff-to-bulk-sku-description-generation (parent commercial pillar at /bulk-sku-description-generation) + per-canonical-per-PDP-handoff-to-product-description (parent agent) + per-canonical-per-PDP-handoff-to-per-channel-description-adaptation (sibling skill on product-description agent) + per-canonical-per-PDP-handoff-to-product-knowledge-retrieval + per-canonical-per-PDP-handoff-to-inventory-aware-pdp-variation + per-canonical-per-PDP-handoff-to-multi-source-catalog-ingest + per-canonical-per-PDP-handoff-to-catalog-canonicalization + per-canonical-per-PDP-handoff-to-data-validation-tools + per-canonical-per-PDP-handoff-to-product-compliance + per-canonical-per-PDP-handoff-to-marketplace-management-software + per-canonical-per-PDP-handoff-to-per-sku-compliance-gate + per-canonical-per-PDP-handoff-to-jsonld-generation-build-pillar (sibling build-pillar at /how-to-build-17-schema-class-jsonld-generation-from-master-record) + per-canonical-per-PDP-handoff-to-rich-result-eligibility-scoring-build-pillar (sibling build-pillar at /how-to-build-per-location-rich-result-eligibility-scoring-and-revenue-impact-estimation) + per-canonical-per-PDP-handoff-to-continuous-schema-audit + per-canonical-per-PDP-handoff-to-per-vertical-catalog-schema-validation + per-canonical-per-PDP-handoff-to-auto-compose-schema + per-canonical-per-PDP-handoff-to-tiered-pre-filter-deterministic-gates-build-pillar (sibling build-pillar at /how-to-build-tiered-pre-filter-deterministic-gates-for-ai-content-compliance) + per-canonical-per-PDP-handoff-to-borderline-routing + per-canonical-per-PDP-handoff-to-five-destination-routing + per-canonical-per-PDP-handoff-to-fbc-override-learning + per-canonical-per-PDP-handoff-to-multi-dimensional-threshold-routing + per-canonical-per-PDP-handoff-to-brand-voice-management + per-canonical-per-PDP-handoff-to-forbidden-phrase-library + per-canonical-per-PDP-handoff-to-claims-allowlist-substantiation + per-canonical-per-PDP-handoff-to-voice-attribute-extraction + per-canonical-per-PDP-handoff-to-structured-spec-authoring + per-canonical-per-PDP-handoff-to-marketing-ai-autonomy-profile-configuration-build-pillar + per-canonical-per-PDP-handoff-to-per-jurisdiction-compliance-multi-state-franchise-build-pillar + per-canonical-per-PDP-handoff-to-per-location-dynamic-content-build-pillar + per-canonical-per-PDP-handoff-to-per-location-per-cohort-two-sigma-anomaly-detection-build-pillar + per-canonical-per-PDP-handoff-to-routing-audit-trail-build-pillar + per-canonical-per-PDP-handoff-to-master-record-build-pillar + per-canonical-per-PDP-handoff-to-versioned-customer-history-DSAR-build-pillar + per-canonical-per-PDP-handoff-to-versioned-history-regulatory-defense-build-pillar + per-canonical-per-PDP-handoff-to-customer-change-event-emission-build-pillar + per-canonical-per-PDP-handoff-to-cross-touchpoint-identity-resolution-build-pillar + per-canonical-per-PDP-handoff-to-event-tie-in-drafting-build-pillar + per-canonical-per-PDP-handoff-to-weather-seasonality-patterns-build-pillar + per-canonical-per-PDP-handoff-to-cs-agent-assist-build-pillar + per-canonical-per-PDP-handoff-to-foot-traffic-integration-build-pillar. Per-product-description-agent-canonical-bundle integrates the per-sku-description-generation skill with sibling skills on the same product-description agent: per-canonical-per-sku-description-generation (this skill) + per-canonical-per-channel-description-adaptation + per-canonical-per-SKU-SEO-meta + per-canonical-per-SKU-FAQ + per-canonical-per-SKU-bullets + per-canonical-per-SKU-A-plus-Content + per-canonical-per-SKU-variant-differentiator + per-canonical-per-SKU-refresh-loop. Per-canonical-end-to-end-SLA runs per-canonical-per-PDP-channel-resolve-to-description-engine-resolve-to-channel-adaptation-to-compliance-gate-to-refresh-trigger-to-publish-to-FBC-feedback-loop-SLA canonical-SLA.

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

Per-portfolio per-PDP per-canonical-audit-trail runs per-portfolio per-canonical-per-PDP-canonical-audit-record (per-PDP-ID + per-banner-pointer + per-SKU-pointer + per-channel-pointer + per-canonical-description-class-snapshot + per-short-description-snapshot + per-long-description-snapshot + per-bullets-snapshot + per-FAQ-snapshot + per-SEO-meta-snapshot + per-Open-Graph-snapshot + per-JSON-LD-Product-Offer-AggregateRating-Review-snapshot + per-A-plus-Content-snapshot + per-Q-and-A-snapshot + per-sizing-snapshot + per-care-snapshot + per-material-snapshot + per-sustainability-snapshot + per-country-of-origin-snapshot + per-regulatory-disclosure-snapshot + per-warranty-return-snapshot + per-shipping-snapshot + per-video-script-snapshot + per-360-spin-snapshot + per-AR-3D-snapshot + per-variant-differentiator-snapshot + per-upsell-cross-sell-snapshot + per-bundle-snapshot + per-compare-with-similar-snapshot + per-7-LLM-ensemble-snapshot + per-brand-voice-spec-snapshot + per-claims-allowlist-snapshot + per-forbidden-phrase-library-snapshot + per-description-confidence-tier-snapshot + per-Amazon-Style-Guide-snapshot + per-Amazon-Prohibited-Words-snapshot + per-Walmart-Style-Guide-snapshot + per-Target-Style-Guide-snapshot + per-Google-Merchant-Center-attribute-specs-snapshot + per-Facebook-Catalog-Specs-snapshot + per-Instagram-Shop-Specs-snapshot + per-TikTok-Shop-Specs-snapshot + per-Pinterest-Shopping-Specs-snapshot + per-Wayfair-rules-snapshot + per-Home-Depot-rules-snapshot + per-Costco-rules-snapshot + per-character-limits-per-field-snapshot + per-14-language-adaptation-snapshot + per-AB-test-multi-arm-bandit-snapshot + per-causal-uplift-CATE-snapshot + per-channel-adaptation-confidence-tier-snapshot + per-FTC-substantiation-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-Negative-Option-ROSCA-snapshot + per-FTC-MAP-snapshot + per-FTC-Health-Products-Compliance-Guide-snapshot + per-FTC-fake-review-rule-of-2024-snapshot + per-CFPB-UDAAP-snapshot + per-CPSC-product-safety-snapshot + per-ASTM-F963-snapshot + per-ASTM-F2923-snapshot + per-16-CFR-Part-1500-snapshot + per-16-CFR-Part-1303-snapshot + per-16-CFR-Part-1233-snapshot + per-CARB-Phase-2-formaldehyde-snapshot + per-FDA-Part-101-snapshot + per-FDA-Part-117-snapshot + per-FDA-DSHEA-snapshot + per-FDA-cosmetic-snapshot + per-FDA-DSCSA-snapshot + per-FDA-medical-device-snapshot + per-FDA-OPDP-Rx-drug-snapshot + per-DEA-Schedule-II-V-snapshot + per-cannabis-state-board-snapshot + per-alcohol-TABC-CalABC-SLA-snapshot + per-Surgeon-General-warning-snapshot + per-tobacco-FDA-state-snapshot + per-state-lottery-snapshot + per-California-Prop-65-snapshot + per-COOL-snapshot + per-Lacey-Act-snapshot + per-AAFCO-snapshot + per-FDA-pet-food-snapshot + per-USDA-pet-food-snapshot + per-EPA-pesticide-snapshot + per-EPA-TSCA-snapshot + per-USDA-organic-snapshot + per-BPA-PFAS-lead-formaldehyde-free-snapshot + per-Made-in-USA-FTC-snapshot + per-Made-in-California-snapshot + per-Buy-America-Act-snapshot + per-Berry-Amendment-snapshot + per-Section-889-snapshot + per-ITAR-EAR-snapshot + per-OFAC-snapshot + per-conflict-minerals-snapshot + per-UFLPA-Xinjiang-snapshot + per-CE-snapshot + per-UKCA-snapshot + per-RoHS-snapshot + per-WEEE-snapshot + per-REACH-snapshot + per-General-Product-Safety-Regulation-EU-2023-988-snapshot + per-Digital-Services-Act-Article-26-trader-identity-snapshot + per-Digital-Services-Act-Article-30-snapshot + per-Digital-Markets-Act-snapshot + per-WCAG-2.2-AA-snapshot + per-ARIA-snapshot + per-EAA-EN-301-549-snapshot + per-Section-508-snapshot + per-ADA-Title-III-snapshot + per-CCPA-CPRA-snapshot + per-GDPR-Article-6-7-17-22-snapshot + per-LGPD-snapshot + per-DPDP-snapshot + per-PIPEDA-snapshot + per-COPPA-snapshot + per-EU-AI-Act-Article-50-snapshot + per-EU-AI-Act-Article-13-14-15-snapshot + per-NIST-AI-RMF-snapshot + per-ISO-42001-snapshot + per-ISO-27001-snapshot + per-SOC-2-Type-II-snapshot + per-attribute-change-trigger-snapshot + per-SEO-drift-trigger-snapshot + per-channel-policy-update-trigger-snapshot + per-seasonality-trigger-snapshot + per-FBC-feedback-trigger-snapshot + per-refresh-confidence-tier-snapshot + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-snapshot + per-compliance-confidence-tier-snapshot + per-canonical-audit-record) + per-canonical-immutable-WORM-storage + per-canonical-7-year-IRS-tax-retention + per-canonical-7-year-FTC-substantiation-retention + per-canonical-7-year-HIPAA-medical-record-retention + per-canonical-7-year-CPSC-record-retention + per-canonical-FDA-21-CFR-Part-11-electronic-signature-retention. Per-canonical-end-to-end-replay runs per-portfolio per-canonical-per-PDP-description-engine-rewind + per-canonical-per-PDP-channel-adaptation-rewind + per-canonical-per-PDP-compliance-gate-rewind + per-canonical-per-PDP-refresh-trigger-rewind + per-canonical-per-PDP-replay-confidence-tier + per-canonical-per-PDP-replay-explainability.

Engage the product-description agent

Per-portfolio per-banner per-SKU per-canonical-channel-pointer + per-canonical-description-class-pointer + per-canonical-channel-adaptation-spec + per-canonical-compliance-gate-spec + per-canonical-refresh-trigger-spec + per-canonical-audit-trail + per-portfolio-audit-trail shipped as the orchestration layer above your existing per-PIM-PXM-vendor + per-AI-content-vendor + per-channel-feed-vendor + per-product-compliance-GRC-vendor primitive.

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