Done-for-you offer · Fractional CMO with AI Swarm · per-sku-description-generation skill
Completions runs SKU × channel bulk description orchestration for your catalog
You have a 1,000-100,000 SKU catalog and need to populate descriptions across 9+ channels every time the catalog refreshes — new SKUs + supplier feed updates + seasonal collection drops + clearance pricing + compliance language changes. At 100,000 SKUs × 9 channels = 900,000 description-cells per refresh, the in-house ecommerce team gives up. Completions runs the per -sku-description-generation skill on the product-description agent end-to-end with per-SKU canonical attribute ingestion + bulk generation cycles + per-channel format adaptation + brand -voice gate + per-vertical compliance overlay + per-channel rich-result eligibility + per-SKU per-channel SEO preservation + LLM rate-limit + cost-budget management. You keep every artifact. You keep the PIM and channel credentials. You keep the ability to in-house at any time.
Published September 24, 2026
What we orchestrate every refresh cycle
Per-SKU canonical attribute ingestion from operator PIM (Akeneo + Salsify + Plytix + Pimcore + inRiver + Shopify metafields + custom PIM) covering 25+ attribute fields: product name + variant attributes + category + sub-category + brand + manufacturer + GTIN + MPN + ASIN + UPC + EAN + ISBN + dimensions + weight + materials + ingredients + nutrition facts + warranty terms + return policy + recall status + restricted-substance classification (Prop 65 + WEEE + RoHS + REACH) + vertical-specific attributes (HIPAA medical-device + DEA Schedule II-V + FDA OPDP + ATF firearms + state cannabis Metrc + alcohol DISCUS).
Bulk generation cycles: weekly full-catalog refresh + daily delta-refresh on per-SKU attribute changes + on-event-refresh on supplier feed updates + seasonal collection drops + clearance pricing + compliance language changes. At 100,000 SKUs × 9 channels × weekly cadence = 900,000 description -cells per week + daily delta refresh layers. Brand-voice gate via 10-model LLM ensemble pins drafts to operator brand spec.
Per-channel format adaptation maps canonical attributes to per-channel character-limit + tone + format requirements. Per-vertical compliance overlay (FTC + state-AG UDAP + state cannabis + alcohol + tobacco + DEA + ATF + state-licensing -board + Magnuson-Moss + state lemon law + California Prop 65 + WEEE/RoHS/REACH). Per-channel rich-result eligibility scoring against Google Shopping requirements. Per-SKU per -channel SEO preservation with ranking-equity tracking + canonical-tag management + 301/302 redirect orchestration. LLM rate-limit + cost-budget management at 900,000 cell scale.
Why in-house breaks at catalog scale
Per-SKU canonical attribute ingestion across 1,000-100,000 SKUs from PIM with 25+ attribute completeness validation requires production data infrastructure unstaffable by internal teams. Bulk generation cycles require event-driven architecture. Per-channel format adaptation across 9,000 -900,000 SKU-channel combinations requires production content infrastructure. Brand-voice gate via 10-model LLM ensemble at 900,000-cell scale requires production LLM operations infrastructure with rate-limit + cost-budget management. Per-vertical compliance overlay requires deterministic gate. Per-channel rich-result eligibility scoring requires schema-audit-remediation infrastructure. Per-SKU per-channel SEO preservation requires ranking-equity tracking. Inventory-aware adaptation requires production event-driven architecture.
Completions absorbs all eight axes under one Tier 3 Fractional CMO with AI Swarm engagement. The embedded executive (1-2 days/wk) coordinates the bulk SKU × channel operation across the product-description agent + product -catalog-canonicalization + brand-spec-authoring + compliance -overlay-manager + schema-audit-remediation + inventory-aware -marketing siblings.
How the engagement progresses
Tier 1 AI Readiness Assessment ($10k, 2-3 weeks, diagnostic). Completions audits the operator current bulk SKU × channel description operation across eight axes — per-SKU canonical attribute ingestion baseline + bulk generation cycle readiness + per-channel format adaptation gap + brand-voice drift + per-vertical compliance overlay gap + per-channel rich-result eligibility baseline + per-SKU per-channel SEO preservation + inventory-aware adaptation readiness. Deliverable: gap-pack report.
Tier 2 AI Swarm Setup Sprint ($25-50k, 4-8 weeks, build with 30-day operating tail). Completions builds the bulk SKU × channel description orchestration on operator infrastructure — per-sku-description-generation + per -channel-description-adaptation + per-channel-policy -validation on product-description agent + brand-voice-gate on brand-spec-authoring + per-jurisdiction-overlay-config on compliance-overlay-manager + product-catalog-canonicalization + schema-audit-remediation + inventory-aware-marketing.
Tier 3 Fractional CMO with AI Swarm ($15-25k/ month, 6-month minimum, 1-2 days/wk embedded). Completions continues operating the bulk orchestration with weekly per -channel performance review + monthly per-vertical compliance overlay refresh + quarterly per-channel policy update review + per-event seasonal-drop + clearance + compliance-change coordination + cross-agent swarm coordination.
Frequently asked
What does "Completions runs SKU × channel bulk description orchestration for your catalog" actually deliver?
Completions runs the bulk SKU × channel description generation operation for catalogs from 1,000-100,000 SKUs across 9+ channels (Amazon + Shopify + Walmart + Meta Commerce + Google Shopping + TikTok Shop + Instagram Shop + Pinterest + Faire). Per-SKU canonical attribute ingestion from operator PIM (Akeneo + Salsify + Plytix + Pimcore + inRiver + Shopify metafields + custom PIM) covers product name + variant attributes + category + sub-category + brand + manufacturer + GTIN + MPN + ASIN + UPC + EAN + ISBN + dimensions + weight + materials + ingredients + nutrition facts + warranty terms + return policy + recall status + restricted-substance classification (Prop 65 + WEEE + RoHS + REACH) + vertical-specific attributes (HIPAA medical-device + DEA Schedule II-V + FDA OPDP + ATF firearms + state cannabis Metrc + alcohol DISCUS). Bulk generation cycles: weekly full-catalog refresh + daily delta-refresh on per-SKU attribute changes + on-event-refresh on supplier feed updates + seasonal collection drops + clearance pricing + compliance language changes. Per-channel format adaptation maps canonical attributes to per-channel character-limit + tone + format requirements. Brand-voice gate via 10-model LLM ensemble pins drafts to operator brand spec. Per-vertical compliance overlay (FTC + state-AG UDAP + state cannabis + alcohol + tobacco + DEA + ATF + state-licensing-board + Magnuson-Moss + state lemon law + California Prop 65 + WEEE/RoHS/REACH). Per-channel rich-result eligibility scoring. Cross-agent coordination with product-catalog-canonicalization + product-description-agent + brand-spec-authoring + compliance-overlay-manager + schema-audit-remediation + inventory-aware-marketing siblings.
Why does in-house bulk SKU × channel description generation break at catalog scale?
In-house generation at catalog scale fails on eight axes: (1) per-SKU canonical attribute ingestion across 1,000-100,000 SKUs from PIM with per-SKU attribute completeness validation across 25+ attribute fields requires production data infrastructure unstaffable by internal teams; (2) bulk generation cycles (weekly full + daily delta + on-event + on-supplier-feed + on-seasonal-drop + on-clearance + on-compliance-change) require event-driven architecture; (3) per-channel format adaptation across 9 channels × 1,000-100,000 SKUs = 9,000-900,000 SKU-channel combinations requires production content infrastructure; (4) brand-voice gate via 10-model LLM ensemble across 9,000-900,000 outputs per refresh requires production LLM operations infrastructure with rate-limit + cost-budget management; (5) per-vertical compliance overlay across 7 verticals × 50 states + Magnuson-Moss + state lemon law + California Prop 65 + WEEE/RoHS/REACH requires per-jurisdiction-overlay-config deterministic gate; (6) per-channel rich-result eligibility scoring against Google Shopping requirements (GTIN + MPN + brand + identifierExists + price + availability + condition + image + structured-data validation) requires schema-audit-remediation infrastructure; (7) per-SKU per-channel SEO preservation when refreshing requires ranking-equity tracking + canonical-tag management + 301/302 redirect orchestration; (8) inventory-aware adaptation requires production event-driven architecture coordinating with master-record-canonicalization + inventory-aware-marketing siblings. Completions absorbs all eight axes under one Tier 3 Fractional CMO with AI Swarm engagement.
What does the engagement look like across Tier 1 → Tier 2 → Tier 3?
Tier 1 AI Readiness Assessment ($10k, 2-3 weeks, diagnostic): Completions audits the operator current bulk SKU × channel description operation across eight axes — per-SKU canonical attribute ingestion baseline + bulk generation cycle readiness + per-channel format adaptation gap + brand-voice drift + per-vertical compliance overlay gap + per-channel rich-result eligibility baseline + per-SKU per-channel SEO preservation + inventory-aware adaptation readiness. Deliverable: gap-pack report. Tier 2 AI Swarm Setup Sprint ($25-50k, 4-8 weeks, build with 30-day operating tail): Completions builds the bulk SKU × channel description orchestration on operator infrastructure — per-sku-description-generation + per-channel-description-adaptation + per-channel-policy-validation on product-description agent + brand-voice-gate on brand-spec-authoring + per-jurisdiction-overlay-config on compliance-overlay-manager + product-catalog-canonicalization + schema-audit-remediation + inventory-aware-marketing. Tier 3 Fractional CMO with AI Swarm ($15-25k/month, 6-month minimum, 1-2 days/wk embedded): Completions continues operating the bulk SKU × channel description orchestration with weekly per-channel performance review + monthly per-vertical compliance overlay refresh + quarterly per-channel policy update review + per-event seasonal-drop + clearance + compliance-change coordination + cross-agent swarm coordination.
Who owns the PIM, catalog data, channel credentials, and audit trail during engagement?
Operator owns 100% of every artifact: canonical product catalog + PIM (Akeneo + Salsify + Plytix + Pimcore + inRiver + custom PIM under operator credentials), brand spec (versioned in operator repo), compliance overlay (rule library in operator repo with attorney-approved updates), channel credentials (Amazon Seller Central + Walmart Seller Center + Meta Business Manager + Google Merchant Center + TikTok Shop + Instagram Shop + Pinterest Business + Faire Brand Portal + Shopify under operator billing), supplier feed credentials (NetSuite + SAP + Oracle + Cin7 + Lightspeed + ChannelAdvisor under operator billing), bulk generation orchestration code (in operator repo with operator-controlled deploy pipeline), LLM prompts (in operator repo with brand-spec-pinned knobs + per-channel format-knob adaptation), LLM rate-limit + cost-budget management policy (operator-owned), per-channel policy registry (versioned in operator repo with per-channel policy-as-code), per-vertical compliance overlay (operator-owned with attorney-relationship-managed), audit trail (retention infrastructure on operator cloud account). Completions owns: the orchestration knowledge — how to design bulk generation cycles + how to tune brand-voice gate at scale + how to debug per-vertical compliance cascades + how to manage LLM cost budgets + how to coordinate the bulk operation with product-catalog-canonicalization + schema-audit-remediation + inventory-aware-marketing + compliance-overlay-manager siblings. Operator can in-house at any time; Completions credentials revoke immediately on engagement-end.
What KPIs will Completions commit to on Tier 3 engagement?
Typical Tier 3 commitments: (1) per-SKU per-channel description coverage at 99-percent target across active SKU-channel combinations; (2) bulk generation cycle adherence at 100-percent target (weekly full + daily delta + on-event refreshes); (3) per-channel brand-voice-fit score at 90-percent target via 10-model LLM-as-judge ensemble; (4) per-channel policy validation pass rate at 99.9-percent target; (5) per-vertical compliance-pass rate at 99.9-percent target; (6) per-channel rich-result eligibility maintenance at 95-percent target; (7) per-SKU per-channel SEO preservation at 100-percent target on bulk-refresh cycles; (8) LLM cost-budget adherence at 100-percent target (no budget overruns); (9) cross-agent swarm coordination latency under 2-second end-to-end. Each KPI measured against pre-engagement baseline.
How does engagement end and what is the operator transition path?
Tier 3 engagements are 6-month minimum with 90-day notice. At engagement end, Completions transitions the bulk SKU × channel description orchestration back to operator in-house in 30-60 days: operating-playbook hand-off + in-house staff training across 3-5 operator team members covering per-SKU canonical attribute ingestion + bulk generation cycle management + per-channel format adaptation + brand-voice gate operation + per-vertical compliance overlay management + per-channel rich-result eligibility scoring + per-SKU per-channel SEO preservation + LLM rate-limit + cost-budget management + cross-agent coordination + PIM credentials hand-off + channel credentials hand-off + LLM prompts hand-off + audit trail hand-off with WORM-storage operator-account-ownership confirmation; Completions credentials revoke immediately on engagement-end. Operator can re-engage Completions at any time on Tier 1 or Tier 2 cadence.
Engage Completions
Start with the AI Readiness Assessment (Tier 1, 2-3 weeks, $10k). If your operation is ready to absorb the orchestration, the assessment hands off to the AI Swarm Setup Sprint (Tier 2, 4-8 weeks, $25-50k). If your operation needs ongoing orchestration after Tier 2 hand-off, the bulk SKU × channel orchestration continues under Fractional CMO with AI Swarm (Tier 3, 6-month minimum, $15-25k/month, 1-2 days/wk embedded). Operator owns every artifact at every tier. Operator can in-house at any time.