Published method
Public Commerce Platforms brand benchmark
4-commerce-platforms-2026-07-27-models-64232fd32583
Version
Jul 27, 2026
Published
7
Boards
public-commerce-platforms
Method ID
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
- The prompt boards are re-run in rotation, about one category a day, so each board refreshes every few weeks and shows the date of its snapshot.
Boards
Boards using this version
| Board | Primary measure | Rows | Confidence | Snapshot | Board version | Refresh | Board |
|---|---|---|---|---|---|---|---|
| Commerce platform rank | public-prompt-brand-recommendation-presence | 12 | 100% | Oct 1, 2026 | 4-commerce-platforms-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: Commerce platform rank |
| Commerce platform presence | public-prompt-brand-mention-coverage | 12 | 100% | Oct 1, 2026 | 4-commerce-platforms-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: Commerce platform presence |
| Commerce platform citation share | public-prompt-brand-citation-share | 12 | 100% | Oct 1, 2026 | 4-commerce-platforms-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: Commerce platform citation share |
| Commerce platform engine breadth | public-prompt-brand-engine-breadth | 12 | 100% | Oct 1, 2026 | 4-commerce-platforms-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: Commerce platform engine breadth |
| Commerce platforms in OpenAI model API answers | public-prompt-openai-brand-recommendation-presence | 12 | 100% | Oct 1, 2026 | 4-commerce-platforms-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: Commerce platforms in OpenAI model API answers |
| Commerce platforms in Anthropic model API answers | public-prompt-anthropic-brand-recommendation-presence | 12 | 100% | Oct 1, 2026 | 4-commerce-platforms-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: Commerce platforms in Anthropic model API answers |
| Commerce platforms in Gemini model API answers | public-prompt-gemini-brand-recommendation-presence | 12 | 100% | Oct 1, 2026 | 4-commerce-platforms-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: Commerce platforms in Gemini model API answers |
Versioned contract
Complete measurement ledger
Cohort
Not specified.
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 response per prompt/provider pair in each run; 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.
See how often AI names you.
Enter your website. In about two minutes, Rank.ai asks ChatGPT, Claude and Gemini 12 questions your customers ask and grades how often they name you.
- Your grade out of 100How often AI names you, cites your site, and how high it ranks you.
- Who gets namedEvery competitor in the answers, most named first.
- The pages AI readsThe sources behind each answer.
- Three fixesWhat to fix first, with a brief for the first article.