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.
| Board | Primary measure | Rows | Confidence | Freshness | Board version | Cadence | Evidence |
|---|---|---|---|---|---|---|---|
| Commerce Platform Rankcommerce-platform-brand-rank | public-prompt-brand-recommendation-presence | 12 | 100% | current | 4-commerce-platforms-2026-07-27-models-64232fd32583 | daily | Open board → |
| Commerce Platforms Brand Visibilitycommerce-platforms-brand-visibility | public-prompt-brand-mention-coverage | 12 | 100% | current | 4-commerce-platforms-2026-07-27-models-64232fd32583 | daily | Open board → |
| Commerce Platforms Citation Sharecommerce-platforms-brand-citation-share | public-prompt-brand-citation-share | 12 | 100% | current | 4-commerce-platforms-2026-07-27-models-64232fd32583 | daily | Open board → |
| Commerce Platforms Engine Breadthcommerce-platforms-brand-engine-breadth | public-prompt-brand-engine-breadth | 12 | 100% | current | 4-commerce-platforms-2026-07-27-models-64232fd32583 | daily | Open board → |
| Commerce Platforms Brands in OpenAI Model API Answerscommerce-platforms-brand-openai-visibility | public-prompt-openai-brand-recommendation-presence | 12 | 100% | current | 4-commerce-platforms-2026-07-27-models-64232fd32583 | daily | Open board → |
| Commerce Platforms Brands in Anthropic Model API Answerscommerce-platforms-brand-anthropic-visibility | public-prompt-anthropic-brand-recommendation-presence | 12 | 100% | current | 4-commerce-platforms-2026-07-27-models-64232fd32583 | daily | Open board → |
| Commerce Platforms Brands in Gemini Model API Answerscommerce-platforms-brand-gemini-visibility | public-prompt-gemini-brand-recommendation-presence | 12 | 100% | current | 4-commerce-platforms-2026-07-27-models-64232fd32583 | daily | Open 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.