| 6-D Profit & Risk Verification | Yes (Trends, Demand, Competition, Margins, Supply, Risk) | No (Broad conversational text without commerce context) | Partial (Only historical sales and keyword volume) |
| Supplier Matching & MOQ Validation | Yes (Automated vendor lookup and inquiry RFQs) | No (Manual search required) | No (Requires separate external directories) |
| Actionable Decision Outputs | Clear GO / TEST SMALL / WAIT / NO-GO recommendations | Vague bullet points and generalized advice | Raw spreadsheets without decision verdicts |
| Marketplace Context Switching | Amazon, Shopify, TikTok, eBay, WooCommerce weighted | Manual prompt engineering needed every session | Locked to single specific marketplaces |
| Workflow Execution & Listing Creation | Direct publishing to store theme and catalog with human approval | Copy-paste manual steps | Read-only data dashboards |