{"citations":{"source_mix":{"company_owned":31,"independent":9,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":38,"partial":3},"total_sources":41,"unique_domain_count":14},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-03","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best B2B Ecommerce Platform for Wholesale and Custom Pricing Workflows","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-03","platform_support":["anthropic","grok","kimi"],"predicate":"final_consensus_rank","qualifier":"b2b wholesale pricing workflows","subject":"SparkLayer","unit":"rank","value":6},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-03","platform_support":["anthropic","grok","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"SparkLayer","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-03","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"SparkLayer","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-03","platform_support":["openai","anthropic","deepseek","perplexity","kimi","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"SparkLayer","unit":"platforms","value":6}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.666666666666667,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":6,"name":"SparkLayer","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://hostingconsensusindex.com/datasets/ecommerce-hosting-and-platforms/b2b-wholesale-pricing-workflows/sparklayer.json","page_url":"https://hostingconsensusindex.com/ecommerce-hosting-and-platforms/b2b-wholesale-pricing-workflows/sparklayer","report_type":"fit_review","study_id":"MCI-STUDY-AAF698D404A4","title":"SparkLayer Review for Wholesale and Custom Pricing Workflows"},"limitations":["Use the run researchdate as the study date. Platform-reported dates are provenance metadata and do not independently prove freshness.","All included platforms evaluated fit, but platformmentions counts only platforms that named the entity during ranking discovery.","Do not resolve conflicting product names, pricing, or capabilities by guessing; describe the conflict and tell buyers what to verify.","The supplied URLs were collected from platform responses and were not independently validated by the writer stage.","Company-owned citations materially outnumber independent citations; do not describe company claims as independently verified.","Platform-reported research dates differ from the authoritative run date; disclose this as a methodology limitation.","Citations are platform-reported evidence, not independently verified facts. No-search model claims require explicit verification before being described as current facts."],"methodology":{"fit_rating_contract":["strong","good","mixed","weak","uncertain"],"included_valid_platform_count":7,"maximum_finalists":10,"minimum_mentions":2,"name":"Hosting Consensus Index cross-platform AI consensus analysis","platforms_included":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"platforms_queried":["openai","anthropic","deepseek","grok","perplexity","kimi","google"],"stages":["ranking_discovery","fit_assessment","normalization","editorial_synthesis"],"version":"alias-table-1"},"provenance":{"generated_at":"2026-10-03 06:05:47.261975+00","research_date":"2026-10-03","source_snapshot_sha256":"4d576873049b22e82b39b0f36c384f5686007fb38f0d6cc1b68c8cb53fb138a5","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":25,"qualified_finalists":10,"ranking_unit":"Ecommerce platform"},"schema_version":4,"summary":"SparkLayer is a good fit for manufacturers and distributors that want to add wholesale pricing workflows to an existing storefront rather than replatform. Three of the seven platforms in this study named SparkLayer during the ranking stage, and all seven that evaluated it rated the fit as good or strong. Its strongest asset is breadth of pricing control: customer-specific price lists, quantity breaks, pack sizes, minimum order rules, account-based catalogs, quoting, and net terms. The main limitation is scale economics — publicly listed plans cap monthly B2B orders at 5, 50, 100, and 150,…","target_buyer":"A manufacturer or distributor moving wholesale ordering online and needing tiered pricing, quoting, and account-based catalogs for business customers.","topic":{"base_category":"Ecommerce Hosting and Platforms","category_criteria":["tiered and custom pricing support","quote and negotiation workflows","account based catalogs","ERP and procurement integration","minimum order rules","B2B payment terms support"],"geography":"United States","slug":"best-b2b-ecommerce-platform-for-wholesale-and-custom-pricing-workflows","title":"Best B2B Ecommerce Platform for Wholesale and Custom Pricing Workflows","use_case":"b2b wholesale pricing workflows"}}