{
    "@context":  "https://schema.org",
    "@type":  "Dataset",
    "name":  "MapleBridge Buyer Intent Examples",
    "url":  "https://maplebridge.io/buyer-intent-examples.json",
    "version":  "2026-04-29",
    "description":  "Public buyer intent examples with product category, pain point, risk signal, matching fields, example page URL, and match explanation.",
    "license":  "https://github.com/jinjihuang88-ui/maplebridge-open/blob/main/LICENSE",
    "isPartOf":  "https://maplebridge.io/sourcing-knowledge-graph.json",
    "examples":  [
                     {
                         "buyer_type":  "shopify_brand",
                         "id":  "skincare_packaging_canada",
                         "open_payload_url":  "https://maplebridge.io/open/sample-payloads",
                         "product_category":  "packaging",
                         "matching_fields":  [
                                                 "buyer_type",
                                                 "product_category",
                                                 "quantity_or_moq",
                                                 "sample_policy",
                                                 "packaging_requirements",
                                                 "risk_notes",
                                                 "match_explanation"
                                             ],
                         "title":  "Canadian skincare brand sourcing private-label packaging",
                         "buyer_intent":  {
                                              "target_market":  "Canada",
                                              "evidence_needed":  [
                                                                      "material declaration",
                                                                      "sample photos",
                                                                      "carton spec"
                                                                  ],
                                              "constraints":  [
                                                                  "low MOQ",
                                                                  "logo decoration",
                                                                  "sample before deposit"
                                                              ],
                                              "buyer":  "Canadian skincare brand",
                                              "product":  "private-label skincare jars, bottles, cartons, and sample packaging"
                                          },
                         "pain_points":  [
                                             "low_moq",
                                             "sample_validation",
                                             "packaging_execution"
                                         ],
                         "risk_signal_notes":  [
                                                   "Decoration setup cost may be hidden.",
                                                   "Carton strength should be checked before deposit.",
                                                   "Sample approval must map to bulk QC."
                                               ],
                         "supplier_matching_fields":  [
                                                          "component MOQ",
                                                          "stock mold availability",
                                                          "decoration method",
                                                          "material declaration",
                                                          "export carton proof",
                                                          "sample lead time"
                                                      ],
                         "match_explanation":  "A strong match should show packaging samples, explain MOQ by component, document material choices, and separate tooling, decoration, and carton costs.",
                         "risk_signals":  [
                                              "hidden_moq_or_setup_cost",
                                              "weak_export_packaging",
                                              "sample_to_bulk_drift"
                                          ],
                         "example_page_url":  "https://maplebridge.io/private-label-skincare-packaging-canada"
                     },
                     {
                         "buyer_type":  "amazon_seller",
                         "id":  "usb_c_charger_fcc",
                         "open_payload_url":  "https://maplebridge.io/open/buyer-intent-supplier-capability-match-explanation",
                         "product_category":  "electronics",
                         "matching_fields":  [
                                                 "product_category",
                                                 "target_market",
                                                 "compliance_needs",
                                                 "sample_policy",
                                                 "supplier_capability",
                                                 "risk_notes",
                                                 "match_explanation"
                                             ],
                         "title":  "Amazon seller sourcing USB-C chargers with FCC-related evidence",
                         "buyer_intent":  {
                                              "target_market":  "US or Canada",
                                              "evidence_needed":  [
                                                                      "model-specific report",
                                                                      "adapter rating",
                                                                      "label sample",
                                                                      "QA process"
                                                                  ],
                                              "constraints":  [
                                                                  "FCC evidence",
                                                                  "label sample",
                                                                  "sample test before order"
                                                              ],
                                              "buyer":  "Amazon seller",
                                              "product":  "USB-C charger"
                                          },
                         "pain_points":  [
                                             "compliance_scope",
                                             "supplier_trust",
                                             "sample_validation"
                                         ],
                         "risk_signal_notes":  [
                                                   "Certificate must match exact model.",
                                                   "Label and packaging claims should match test scope.",
                                                   "Fast quote without evidence is not enough."
                                               ],
                         "supplier_matching_fields":  [
                                                          "model number",
                                                          "rated specification",
                                                          "certificate scope",
                                                          "label sample",
                                                          "factory QA process",
                                                          "export history"
                                                      ],
                         "match_explanation":  "A strong match aligns the exact charger model, rating, compliance evidence, label, packaging, and QA checks before price comparison.",
                         "risk_signals":  [
                                              "certificate_mismatch",
                                              "sample_to_bulk_drift",
                                              "generic_supplier_reply"
                                          ],
                         "example_page_url":  "https://maplebridge.io/usb-c-charger-manufacturer-china-fcc"
                     },
                     {
                         "buyer_type":  "shopify_brand",
                         "id":  "activewear_low_moq",
                         "open_payload_url":  "https://maplebridge.io/open/sample-payloads",
                         "product_category":  "apparel",
                         "matching_fields":  [
                                                 "buyer_type",
                                                 "product_category",
                                                 "quantity_or_moq",
                                                 "sample_policy",
                                                 "supplier_capability",
                                                 "risk_notes",
                                                 "match_explanation"
                                             ],
                         "title":  "DTC activewear brand testing a low-MOQ collection",
                         "buyer_intent":  {
                                              "target_market":  "North America",
                                              "evidence_needed":  [
                                                                      "fabric spec",
                                                                      "size chart",
                                                                      "sample revision policy",
                                                                      "MOQ by color"
                                                                  ],
                                              "constraints":  [
                                                                  "low MOQ",
                                                                  "fit sample",
                                                                  "fabric swatches"
                                                              ],
                                              "buyer":  "DTC activewear brand",
                                              "product":  "private-label activewear"
                                          },
                         "pain_points":  [
                                             "low_moq",
                                             "sample_validation",
                                             "supplier_trust"
                                         ],
                         "risk_signal_notes":  [
                                                   "Fabric substitution risk is high.",
                                                   "Fit sample process must be explicit.",
                                                   "MOQ by color and style should be separated."
                                               ],
                         "supplier_matching_fields":  [
                                                          "fabric swatch",
                                                          "GSM",
                                                          "size chart",
                                                          "fit sample policy",
                                                          "MOQ by style",
                                                          "private label options"
                                                      ],
                         "match_explanation":  "A strong match supports fit samples, fabric evidence, and MOQ by style without pushing premature bulk orders.",
                         "risk_signals":  [
                                              "sample_to_bulk_drift",
                                              "hidden_moq_or_setup_cost",
                                              "generic_supplier_reply"
                                          ],
                         "example_page_url":  "https://maplebridge.io/private-label-activewear-manufacturer-china-low-moq"
                     },
                     {
                         "buyer_type":  "importer",
                         "id":  "silicone_kitchenware_food_contact",
                         "open_payload_url":  "https://maplebridge.io/open/buyer-intent-supplier-capability-match-explanation",
                         "product_category":  "kitchenware",
                         "matching_fields":  [
                                                 "product_category",
                                                 "target_market",
                                                 "compliance_needs",
                                                 "sample_policy",
                                                 "packaging_requirements",
                                                 "risk_notes",
                                                 "match_explanation"
                                             ],
                         "title":  "Importer sourcing silicone kitchenware with food-contact evidence",
                         "buyer_intent":  {
                                              "target_market":  "North America",
                                              "evidence_needed":  [
                                                                      "material declaration",
                                                                      "test report scope",
                                                                      "packing spec"
                                                                  ],
                                              "constraints":  [
                                                                  "food-contact evidence",
                                                                  "odor check",
                                                                  "sample before order"
                                                              ],
                                              "buyer":  "Kitchenware importer",
                                              "product":  "silicone kitchenware"
                                          },
                         "pain_points":  [
                                             "compliance_scope",
                                             "sample_validation",
                                             "packaging_execution"
                                         ],
                         "risk_signal_notes":  [
                                                   "Food-contact claims need document scope.",
                                                   "Odor and material substitution should be checked.",
                                                   "Export carton evidence matters."
                                               ],
                         "supplier_matching_fields":  [
                                                          "material grade",
                                                          "food-contact document scope",
                                                          "odor sample",
                                                          "color card",
                                                          "carton spec",
                                                          "defect policy"
                                                      ],
                         "match_explanation":  "A strong match documents material, provides samples, and explains food-contact evidence without unsupported safety claims.",
                         "risk_signals":  [
                                              "unsupported_claims",
                                              "weak_export_packaging",
                                              "sample_to_bulk_drift"
                                          ],
                         "example_page_url":  "https://maplebridge.io/silicone-kitchenware-manufacturer-china-food-contact"
                     },
                     {
                         "buyer_type":  "distributor",
                         "id":  "fastener_north_america",
                         "open_payload_url":  "https://maplebridge.io/open/sample-payloads",
                         "product_category":  "hardware",
                         "matching_fields":  [
                                                 "buyer_type",
                                                 "product_category",
                                                 "target_market",
                                                 "supplier_capability",
                                                 "risk_notes",
                                                 "match_explanation"
                                             ],
                         "title":  "Industrial distributor sourcing fasteners for North America",
                         "buyer_intent":  {
                                              "target_market":  "North America",
                                              "evidence_needed":  [
                                                                      "inspection report",
                                                                      "coating spec",
                                                                      "packing label"
                                                                  ],
                                              "constraints":  [
                                                                  "material grade",
                                                                  "standard reference",
                                                                  "lot traceability"
                                                              ],
                                              "buyer":  "Industrial distributor",
                                              "product":  "fasteners"
                                          },
                         "pain_points":  [
                                             "supplier_trust",
                                             "compliance_scope",
                                             "response_quality"
                                         ],
                         "risk_signal_notes":  [
                                                   "Wrong grade or coating can create downstream liability.",
                                                   "Lot traceability should be explicit.",
                                                   "Supplier should not quote before standard is clear."
                                               ],
                         "supplier_matching_fields":  [
                                                          "standard reference",
                                                          "material grade",
                                                          "coating spec",
                                                          "inspection report",
                                                          "lot control",
                                                          "packing label"
                                                      ],
                         "match_explanation":  "A strong match documents grade, standard, coating, inspection, lot control, and label format.",
                         "risk_signals":  [
                                              "certificate_mismatch",
                                              "generic_supplier_reply",
                                              "sample_to_bulk_drift"
                                          ],
                         "example_page_url":  "https://maplebridge.io/fastener-manufacturer-china-north-america"
                     }
                 ]
}
