Done-for-you offer · Fractional CMO with AI Swarm · catalog-conflict-resolution skill
Completions architects catalog conflict resolution + golden -record emission for your multi-channel catalog
You ingest product data from 5-15 sources (NetSuite + SAP + Cin7 + Lightspeed + ChannelAdvisor + Shopify + supplier EDI + content syndication + reviews) and 30% of SKUs have conflicting attribute values across sources. NetSuite says weight is 2.4 lb. Supplier feed says 2.5 lb. ICEcat says 1.1 kg. Amazon listing says 2.7 lb. Which one feeds downstream agents? Completions architects the catalog-conflict-resolution skill on the product-catalog-canonicalization agent end-to -end with multi-source ingestion + per-SKU per-source per -attribute conflict detection + source-priority resolution policy + human-routing fallback + golden-record emission + per-vendor PIM bidirectional sync + per-vertical compliance overlay + versioned history retention. You keep every artifact. You keep the master record + PIM credentials. You keep the ability to in-house at any time.
Published September 24, 2026
What we operate every refresh cycle
Multi-source ingestion from 10+ source systems (NetSuite ERP + SAP S/4HANA + Oracle ERP + Cin7 + Lightspeed + ChannelAdvisor + Shopify + Akeneo + Salsify + Plytix + Pimcore + inRiver + supplier EDI feeds + content syndication ICEcat/CNET/Etilize + review platforms Yotpo/ PowerReviews/Bazaarvoice + operator-internal master record). Per-SKU per-source per-attribute conflict detection across 25+ canonical attribute fields (product name + brand + manufacturer + GTIN + MPN + ASIN + UPC + EAN + ISBN + dimensions + weight + materials + ingredients + nutrition + warranty + return policy + recall status + Prop 65 + WEEE + RoHS + REACH + HIPAA medical-device + DEA Schedule II-V + FDA OPDP + ATF firearms + state cannabis Metrc).
Source-priority conflict resolution policy (per-attribute per-source ranking with freshness-tiebreak + per-vertical regulator-source preemption + per-attribute audit-trail). Human-routing fallback when LLM-classifier confidence below threshold with explainability output. Golden-record emission with change-event-stream to downstream agents (product-description + inventory-aware-marketing + schema -audit-remediation + per-channel-publishing).
Per-vendor PIM bidirectional sync. Per-vertical compliance overlay on every golden-record emission. Versioned history for regulatory-defense retention across 7-year FTC + 6 -year HIPAA + 2-year DEA + 7-year FDA + 20-year ATF + 30 -year EPA + 10-year WEEE/RoHS/REACH.
Why in-house breaks at multi-source multi-channel scale
Multi-source ingestion across 10+ sources × 1,000-100,000 SKUs × 25+ attribute fields = 250k-25M source-SKU-attribute cells per refresh requires production data ingestion infrastructure unstaffable by internal teams. Per-SKU per -source per-attribute conflict detection requires per -attribute similarity + freshness + source-priority infrastructure. Source-priority conflict resolution requires legal-engineering capacity. Human-routing fallback requires LLM-classifier ensemble + production routing. Golden-record emission requires event-driven architecture. Per-vertical compliance overlay requires deterministic gate. Versioned history retention requires WORM-storage.
Completions absorbs all seven axes under one Tier 3 Fractional CMO with AI Swarm engagement. The embedded executive (1-2 days/wk) coordinates the catalog conflict resolution across the product-catalog-canonicalization agent + brand-spec-authoring + compliance-overlay-manager + master-record-canonicalization + 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 catalog conflict resolution operation across seven axes — multi-source ingestion coverage + per-SKU per-source per -attribute conflict detection baseline + source-priority conflict resolution policy + human-routing fallback maturity + golden-record emission infrastructure + per -vertical compliance overlay + versioned history retention. Deliverable: gap-pack report.
Tier 2 AI Swarm Setup Sprint ($25-50k, 4-8 weeks, build with 30-day operating tail). Completions builds the catalog conflict resolution operation on operator infrastructure — multi-source-catalog-ingestion + catalog-conflict-resolution + golden-record-emission + per -vertical-catalog-schema-validation + per-marketplace -policy-validation + catalog-change-event-emission on product-catalog-canonicalization agent + brand-voice-gate on brand-spec-authoring + per-jurisdiction-overlay-config on compliance-overlay-manager + change-event-emission on master-record-canonicalization + jsonld-generation-from -master-record on schema-audit-remediation.
Tier 3 Fractional CMO with AI Swarm ($15-25k/ month, 6-month minimum, 1-2 days/wk embedded). Completions continues operating the catalog conflict resolution with weekly per-source conflict review + monthly source-priority policy refresh + quarterly per-vertical compliance overlay update + per-event golden-record emission coordination + cross-agent swarm coordination.
Frequently asked
What does "Completions architects catalog conflict resolution + golden-record emission for your multi-channel catalog" actually deliver?
Completions runs multi-PIM ingestion + source-priority conflict resolution + golden-record emission across the operator multi-channel catalog. Multi-source ingestion from 10+ source systems (NetSuite ERP + SAP S/4HANA + Oracle ERP + Cin7 + Lightspeed + ChannelAdvisor + Shopify + Akeneo + Salsify + Plytix + Pimcore + inRiver + supplier EDI feeds + content syndication ICEcat/CNET/Etilize + review platforms Yotpo/PowerReviews/Bazaarvoice + operator-internal master record). Per-SKU per-source per-attribute conflict detection across 25+ canonical attribute fields (product name + brand + manufacturer + GTIN + MPN + ASIN + UPC + EAN + ISBN + dimensions + weight + materials + ingredients + nutrition + warranty + return policy + recall status + Prop 65 + WEEE + RoHS + REACH + HIPAA medical-device + DEA Schedule II-V + FDA OPDP + ATF firearms + state cannabis Metrc). Source-priority conflict resolution policy (per-attribute per-source ranking with freshness-tiebreak + per-vertical regulator-source preemption + per-attribute audit-trail). Human-routing fallback when LLM-classifier confidence below threshold with explainability output. Golden-record emission with change-event-stream to downstream agents (product-description + inventory-aware-marketing + schema-audit-remediation + per-channel-publishing). Per-vendor PIM bidirectional sync. Per-vertical compliance overlay on every golden-record emission. Versioned history for regulatory-defense retention. Operator team owns the master record + PIM credentials + brand spec + compliance overlay. Completions owns the swarm orchestration on the product-catalog-canonicalization agent.
Why does in-house catalog conflict resolution break at multi-source multi-channel scale?
In-house operation at multi-source multi-channel scale fails on seven axes: (1) multi-source ingestion across 10+ source systems × 1,000-100,000 SKUs × 25+ canonical attribute fields = 250k-25M source-SKU-attribute cells per refresh requires production data ingestion infrastructure unstaffable by internal teams; (2) per-SKU per-source per-attribute conflict detection requires per-attribute similarity + per-attribute freshness + per-attribute source-priority ranking infrastructure; (3) source-priority conflict resolution policy with per-attribute per-source ranking + freshness-tiebreak + per-vertical regulator-source preemption requires legal-engineering capacity; (4) human-routing fallback for low-confidence resolution requires LLM-classifier ensemble with confidence-tier + explainability + production routing infrastructure; (5) golden-record emission with change-event-stream to downstream agents requires event-driven architecture; (6) per-vertical compliance overlay across HIPAA + FDA OPDP + DEA + ATF + state cannabis Metrc + alcohol DISCUS + tobacco FDA + state firearms board + Magnuson-Moss + state lemon law + California Prop 65 + WEEE/RoHS/REACH requires per-jurisdiction-overlay-config deterministic gate; (7) versioned history retention for regulatory-defense across 7-year FTC + 6-year HIPAA + 2-year DEA + 7-year FDA + 20-year ATF + 30-year EPA + 10-year WEEE/RoHS/REACH requires WORM-storage infrastructure. Completions absorbs all seven 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 catalog conflict resolution operation across seven axes — multi-source ingestion coverage + per-SKU per-source per-attribute conflict detection baseline + source-priority conflict resolution policy + human-routing fallback maturity + golden-record emission infrastructure + per-vertical compliance overlay + versioned history retention. Deliverable: gap-pack report. Tier 2 AI Swarm Setup Sprint ($25-50k, 4-8 weeks, build with 30-day operating tail): Completions builds the catalog conflict resolution operation on operator infrastructure — multi-source-catalog-ingestion + catalog-conflict-resolution + golden-record-emission + per-vertical-catalog-schema-validation + per-marketplace-policy-validation + catalog-change-event-emission on product-catalog-canonicalization agent + brand-voice-gate on brand-spec-authoring + per-jurisdiction-overlay-config on compliance-overlay-manager + change-event-emission on master-record-canonicalization + jsonld-generation-from-master-record on schema-audit-remediation. Tier 3 Fractional CMO with AI Swarm ($15-25k/month, 6-month minimum, 1-2 days/wk embedded): Completions continues operating the catalog conflict resolution with weekly per-source conflict review + monthly source-priority policy refresh + quarterly per-vertical compliance overlay update + per-event golden-record emission coordination + cross-agent swarm coordination.
Who owns the master record, PIM credentials, source-priority policy, and audit trail?
Operator owns 100% of every artifact: master record (per-SKU canonical facts in operator data infrastructure — Snowflake + Databricks + Postgres + operator choice), PIM credentials (Akeneo + Salsify + Plytix + Pimcore + inRiver under operator credentials), ERP credentials (NetSuite + SAP + Oracle + Cin7 + Lightspeed + ChannelAdvisor + Shopify under operator billing), supplier feed credentials (EDI + ICEcat + CNET + Etilize under operator billing), review platform credentials (Yotpo + PowerReviews + Bazaarvoice under operator billing), source-priority conflict resolution policy (versioned in operator repo with attorney-approved per-attribute per-source rules), per-vertical regulator-source preemption rules (operator-counsel-maintained), human-routing fallback rules (operator-owned), golden-record emission code (in operator repo with operator-controlled deploy pipeline), per-vendor PIM bidirectional sync code (in operator repo), brand spec (versioned in operator repo), compliance overlay (rule library in operator repo with attorney-approved updates), LLM prompts (in operator repo), versioned history retention infrastructure (operator cloud account WORM-storage), audit trail (operator-owned). Completions owns: the orchestration knowledge — how to design multi-source ingestion + how to tune source-priority conflict resolution + how to debug per-vendor PIM bidirectional sync + how to coordinate the catalog operation with product-catalog-canonicalization + brand-spec-authoring + compliance-overlay-manager + master-record-canonicalization + schema-audit-remediation siblings. The 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) multi-source ingestion coverage at 99-percent target across 10+ source systems; (2) per-SKU per-source per-attribute conflict detection accuracy at 99-percent target across 25+ canonical fields; (3) source-priority conflict resolution accuracy at 95-percent target via 10-model LLM-classifier ensemble; (4) human-routing fallback rate under 10-percent target (90%+ auto-resolved); (5) golden-record emission latency under 5-minute target from source-update to downstream-agent-notification; (6) per-vendor PIM bidirectional sync accuracy at 99.9-percent target; (7) per-vertical compliance overlay coverage at 99.9-percent target; (8) versioned history retention at 100-percent target across per-statute retention requirements; (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 catalog conflict resolution operation back to operator in-house in 30-60 days: operating-playbook hand-off + in-house staff training across 3-5 operator team members covering multi-source ingestion + source-priority conflict resolution + golden-record emission + per-vendor PIM bidirectional sync + per-vertical compliance overlay management + versioned history retention + cross-agent coordination + ERP credentials hand-off + PIM credentials hand-off + supplier feed credentials hand-off + review platform 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 conflict resolution, 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 catalog conflict resolution 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.