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RANK.AI / PUBLISHED METHOD

Public Commerce Platforms brand benchmark

Ranks a reviewed Commerce Platforms brand universe using a fixed, public set of neutral commercial prompts across 3 AI providers.

Version
4-commerce-platforms-2026-07-27-models-64232fd32583
Published
Jul 27, 2026
Live boards
7
Method ID
public-commerce-platforms

Where the facts come from

Providers
  • Provider

    openai

    Configured Model

    openai/gpt-4o-mini

  • Provider

    anthropic

    Configured Model

    anthropic/claude-haiku-4-5

  • Provider

    gemini

    Configured Model

    google/gemini-2.5-flash

Provider Views
  • Provider

    openai

    Board Slug

    commerce-platforms-brand-openai-visibility

    Primary Metric Slug

    public-prompt-openai-brand-recommendation-presence

  • Provider

    anthropic

    Board Slug

    commerce-platforms-brand-anthropic-visibility

    Primary Metric Slug

    public-prompt-anthropic-brand-recommendation-presence

  • Provider

    gemini

    Board Slug

    commerce-platforms-brand-gemini-visibility

    Primary Metric Slug

    public-prompt-gemini-brand-recommendation-presence

Provider Matrix Version

64232fd32583

How the order is produced

recommendation-prompt presence descending; mention coverage, engine breadth, mention share, citation share, then entity slug

When the method reruns

  • daily

Boards using this version

Only live, quality-gated boards appear. Each board opens on the exact published table and evidence path.

BoardPrimary measureRowsConfidenceFreshnessBoard versionCadenceEvidence
Commerce Platform Rankcommerce-platform-brand-rankpublic-prompt-brand-recommendation-presence12100% current4-commerce-platforms-2026-07-27-models-64232fd32583dailyOpen board →
Commerce Platforms Brand Visibilitycommerce-platforms-brand-visibilitypublic-prompt-brand-mention-coverage12100% current4-commerce-platforms-2026-07-27-models-64232fd32583dailyOpen board →
Commerce Platforms Citation Sharecommerce-platforms-brand-citation-sharepublic-prompt-brand-citation-share12100% current4-commerce-platforms-2026-07-27-models-64232fd32583dailyOpen board →
Commerce Platforms Engine Breadthcommerce-platforms-brand-engine-breadthpublic-prompt-brand-engine-breadth12100% current4-commerce-platforms-2026-07-27-models-64232fd32583dailyOpen board →
Commerce Platforms Brands in OpenAI Model API Answerscommerce-platforms-brand-openai-visibilitypublic-prompt-openai-brand-recommendation-presence12100% current4-commerce-platforms-2026-07-27-models-64232fd32583dailyOpen board →
Commerce Platforms Brands in Anthropic Model API Answerscommerce-platforms-brand-anthropic-visibilitypublic-prompt-anthropic-brand-recommendation-presence12100% current4-commerce-platforms-2026-07-27-models-64232fd32583dailyOpen board →
Commerce Platforms Brands in Gemini Model API Answerscommerce-platforms-brand-gemini-visibilitypublic-prompt-gemini-brand-recommendation-presence12100% current4-commerce-platforms-2026-07-27-models-64232fd32583dailyOpen board →

Complete measurement ledger

These fields are stored with the methodology version. A changed contract must publish a new version before comparable movement can resume.

Prompts

  • Slug

    best-ecommerce-platform

    Text

    Which ecommerce platforms are best for launching, operating, and scaling online stores across web, mobile, social, marketplaces, and retail?

    Intent

    recommendation

  • Slug

    small-business-commerce-platform

    Text

    Recommend an ecommerce platform for a small business that needs fast setup, templates, payments, shipping, marketing, and transparent pricing.

    Intent

    recommendation

  • Slug

    enterprise-commerce-platform

    Text

    Which commerce platforms are strongest for a global enterprise with multiple brands, regions, currencies, catalogs, channels, and governance?

    Intent

    recommendation

  • Slug

    b2b-commerce-platform

    Text

    Recommend a B2B commerce platform for company accounts, contract pricing, quotes, approvals, purchasing roles, credit, and ERP integration.

    Intent

    recommendation

  • Slug

    headless-composable-commerce

    Text

    Which commerce platforms are best for API-first, headless, and composable architectures with flexible storefront and service integrations?

    Intent

    recommendation

  • Slug

    commerce-platform-retail

    Text

    Recommend a commerce platform for unified online and physical retail with POS, inventory, customer profiles, fulfillment, and returns.

    Intent

    recommendation

  • Slug

    commerce-platform-international

    Text

    Which ecommerce platforms are strongest for international selling with localization, currencies, tax, duties, payments, residency, and regional operations?

    Intent

    recommendation

  • Slug

    commerce-ai-agents

    Text

    Which commerce platforms provide the strongest governed AI for merchandising, search, service, content, operations, and agentic purchasing?

    Intent

    recommendation

  • Slug

    commerce-platform-buying-criteria

    Text

    Compare commerce platforms on storefront, catalog, checkout, payments, B2B, headless APIs, ecosystem, operations, AI, and support.

    Intent

    commercial

  • Slug

    commerce-platform-pricing-tco

    Text

    How should a buyer compare commerce total cost across subscriptions, revenue fees, payments, apps, hosting, development, support, and operations?

    Intent

    commercial

  • Slug

    commerce-platform-proof-of-concept

    Text

    Create a proof-of-concept scorecard for commerce platforms covering conversion, performance, merchandising, integration, operations, and administration.

    Intent

    commercial

  • Slug

    commerce-ecosystem-comparison

    Text

    Compare commerce vendors on apps, agencies, developers, integrations, themes, payment partners, fulfillment partners, and ecosystem quality.

    Intent

    commercial

  • Slug

    commerce-platform-lock-in

    Text

    Which criteria expose catalog, customer, checkout, app, storefront, payment, and commercial lock-in risk when choosing a commerce platform?

    Intent

    commercial

  • Slug

    commerce-security-compliance

    Text

    Compare commerce platforms on PCI scope, fraud, identity, privacy, auditability, residency, uptime, recovery, and regulated-product controls.

    Intent

    commercial

  • Slug

    commerce-enterprise-shortlist

    Text

    Create a shortlist of commerce vendors for a global company modernizing B2C, B2B, retail, marketplaces, and international operations.

    Intent

    commercial

  • Slug

    commerce-platform-consolidation

    Text

    When should a company consolidate storefront, checkout, payments, POS, B2B, fulfillment, customer data, and marketing on one commerce platform?

    Intent

    commercial

Category

commerce-platforms

Providers

  • Provider

    openai

    Configured Model

    openai/gpt-4o-mini

  • Provider

    anthropic

    Configured Model

    anthropic/claude-haiku-4-5

  • Provider

    gemini

    Configured Model

    google/gemini-2.5-flash

Cost Policy

Cost Basis

Provider-reported LLM cost returned by the existing AI Rank provider/cache layer.

Maximum Daily Billed Cost Usd

2.00

Maximum Daily Provider Calls

60

Maximum Daily Provider Attempts Including Retries

72

Limitations

  • This is one daily response per prompt/provider pair; model output can vary between runs.
  • The fixed 16-prompt Commerce Platforms category does not estimate general market share or brand awareness.
  • Presence share and citation share are relative only to the reviewed 12-brand universe; untracked brands are excluded from those denominators.
  • OpenAI, Anthropic, and Google are both evaluated brands and configured model providers; no self-provider bias correction is applied.

Rank Formula

recommendation-prompt presence descending; mention coverage, engine breadth, mention share, citation share, then entity slug

Answer Policy

Published Evidence

answer hashes, deterministic bounded brand counts, and deduplicated URL-derived citation counts

Full Provider Answers Published

No

Full Provider Answers Stored In Public Index

No

Corpus Version

commerce-platforms-2026-07-27

Provider Views

  • Provider

    openai

    Board Slug

    commerce-platforms-brand-openai-visibility

    Primary Metric Slug

    public-prompt-openai-brand-recommendation-presence

  • Provider

    anthropic

    Board Slug

    commerce-platforms-brand-anthropic-visibility

    Primary Metric Slug

    public-prompt-anthropic-brand-recommendation-presence

  • Provider

    gemini

    Board Slug

    commerce-platforms-brand-gemini-visibility

    Primary Metric Slug

    public-prompt-gemini-brand-recommendation-presence

Runner Version

4

Canonical Brands

  • Name

    Shopify

    Aliases
    • Shopify
    • Shopify Plus
    • Shopify Enterprise
    Entity Slug

    shopify

    Primary Domain

    shopify.com

    Citation Domains
    • shopify.com
    • help.shopify.com
    Case Sensitive Aliases
    • Shopify
  • Name

    Adobe Commerce

    Aliases
    • Adobe Commerce
    • Magento Commerce
    Entity Slug

    adobe-commerce

    Primary Domain

    adobe.com

    Citation Domains
    • adobe.com
    • experienceleague.adobe.com
    Case Sensitive Aliases
    • Name

      Salesforce Commerce Cloud

      Aliases
      • Salesforce Commerce Cloud
      • Commerce Cloud
      Entity Slug

      salesforce-commerce-cloud

      Primary Domain

      salesforce.com

      Citation Domains
      • salesforce.com
      • help.salesforce.com
      Case Sensitive Aliases
      • Commerce Cloud
    • Name

      BigCommerce

      Aliases
      • BigCommerce
      • BigCommerce Enterprise
      Entity Slug

      bigcommerce

      Primary Domain

      bigcommerce.com

      Citation Domains
      • bigcommerce.com
      • developer.bigcommerce.com
      Case Sensitive Aliases
      • Name

        WooCommerce

        Aliases
        • WooCommerce
        • Woo
        Entity Slug

        woocommerce

        Primary Domain

        woocommerce.com

        Citation Domains
        • woocommerce.com
        Case Sensitive Aliases
        • Woo
      • Name

        commercetools

        Aliases
        • commercetools
        • Composable Commerce
        Entity Slug

        commercetools

        Primary Domain

        commercetools.com

        Citation Domains
        • commercetools.com
        • docs.commercetools.com
        Case Sensitive Aliases
        • commercetools
        • Composable Commerce
      • Name

        VTEX

        Aliases
        • VTEX
        • VTEX Commerce Platform
        Entity Slug

        vtex

        Primary Domain

        vtex.com

        Citation Domains
        • vtex.com
        • developers.vtex.com
        Case Sensitive Aliases
        • Name

          Wix eCommerce

          Aliases
          • Wix eCommerce
          • Wix Stores
          Entity Slug

          wix-ecommerce

          Primary Domain

          wix.com

          Citation Domains
          • wix.com
          • support.wix.com
          Case Sensitive Aliases
          • Name

            Squarespace Commerce

            Aliases
            • Squarespace Commerce
            • Squarespace
            Entity Slug

            squarespace-commerce

            Primary Domain

            squarespace.com

            Citation Domains
            • squarespace.com
            • support.squarespace.com
            Case Sensitive Aliases
            • Squarespace
          • Name

            Shopware

            Aliases
            • Shopware
            • Shopware 6
            Entity Slug

            shopware

            Primary Domain

            shopware.com

            Citation Domains
            • shopware.com
            • docs.shopware.com
            Case Sensitive Aliases
            • Name

              SAP Commerce Cloud

              Aliases
              • SAP Commerce Cloud
              Entity Slug

              sap-commerce-cloud

              Primary Domain

              sap.com

              Citation Domains
              • sap.com
              • help.sap.com
              Case Sensitive Aliases
              • Name

                Oracle Commerce

                Aliases
                • Oracle Commerce
                • Oracle Commerce Cloud
                Entity Slug

                oracle-commerce

                Primary Domain

                oracle.com

                Citation Domains
                • oracle.com
                • docs.oracle.com
                Case Sensitive Aliases

                Benchmark Version

                4-commerce-platforms-2026-07-27-models-64232fd32583

                Evaluation Surface

                Search

                A common Rank.ai web-search tool is available to all three configured models.

                Gateway

                Rank.ai's configured OpenRouter-compatible gateway

                Not Consumer Products

                Results measure the configured model/API runs, not the ChatGPT, Claude, or Gemini consumer application interfaces.

                Strict Completeness

                Prompt Count

                16

                Provider Count

                3

                Required Successful Runs

                48

                Measurement Semantics

                Confidence

                A value of 1.0 means the complete frozen cohort passed the deterministic extraction and publication gates; it is not a statistical confidence interval.

                Citation Share Denominator

                Distinct answer-level HTTP(S) citation URLs whose URL-derived hostname matches any reviewed brand domain.

                Presence Share Denominator

                The sum of reviewed-brand answer-presences. One answer may contribute presence to multiple brands.

                Mention Coverage Denominator

                48 answers: all 16 prompts multiplied by 3 configured providers.

                Provider Citation Share Denominator

                Distinct reviewed-brand-domain citations within the named configured model API provider's 20-answer cohort.

                Recommendation Presence Denominator

                24 answers: recommendation-intent prompts multiplied by 3 configured providers.

                Provider Mention Coverage Denominator

                16 prompts for the named configured model API provider.

                Provider Recommendation Presence Denominator

                8 recommendation-intent prompts for the named configured model API provider.

                Provider Matrix Version

                64232fd32583

                Recommendation Semantics

                Presence means mentioned or cited in an answer to a recommendation-intent prompt. It does not claim positive recommendation, endorsement, or sentiment.