Rank.ai Index
Commerce platforms prompt citation Opportunities
16 prompts ranked by how far the leader is named without its own site being cited.
66.667 percentage_points
How should a buyer compare commerce total cost across subscriptions, revenue fees, payments, apps, hosting, development, support, and operations? ranks first
Leading brand owned citation opportunity
16
Prompts ranked
Oct 1
Snapshot recorded
2026 · Rotating schedule
3
Answers behind each row
From the OpenAI, Anthropic and Google model APIs
All 16 prompts by leading brand owned citation opportunity
How should a buyer compare commerce total cost across subscriptions, revenue fees, payments, apps, hosting, development, support, and operations? leads at 66.667 percentage_points; the middle of the board sits at 33.3.
- Ahead of second place
- 0
- Held by the top three
- 46%
- Middle of the board
- 33.3
- Below half the leader
- 10 of 16
Rank, name and leading brand owned citation opportunityMiddle 33.3
- 1How should a buyer compare commerce total cost across subscriptions, revenue fees, payments, apps, hosting, development, support, and operations?66.667 percentage_points
- 2Recommend a B2B commerce platform for company accounts, contract pricing, quotes, approvals, purchasing roles, credit, and ERP integration.66.667 percentage_points
- 3Which ecommerce platforms are best for launching, operating, and scaling online stores across web, mobile, social, marketplaces, and retail?66.667 percentage_points
- 4Compare commerce vendors on apps, agencies, developers, integrations, themes, payment partners, fulfillment partners, and ecosystem quality.33.333 percentage_points
- 5Create a shortlist of commerce vendors for a global company modernizing B2C, B2B, retail, marketplaces, and international operations.33.333 percentage_points
- 6Recommend an ecommerce platform for a small business that needs fast setup, templates, payments, shipping, marketing, and transparent pricing.33.333 percentage_points
- 7Which commerce platforms are strongest for a global enterprise with multiple brands, regions, currencies, catalogs, channels, and governance?33.333 percentage_points
- 8Which ecommerce platforms are strongest for international selling with localization, currencies, tax, duties, payments, residency, and regional operations?33.333 percentage_points
- 9Compare commerce platforms on storefront, catalog, checkout, payments, B2B, headless APIs, ecosystem, operations, AI, and support.33.333 percentage_points
- 10Which commerce platforms provide the strongest governed AI for merchandising, search, service, content, operations, and agentic purchasing?33.333 percentage_points
- 11Which commerce platforms are best for API-first, headless, and composable architectures with flexible storefront and service integrations?0 percentage_points
- 12Recommend a commerce platform for unified online and physical retail with POS, inventory, customer profiles, fulfillment, and returns.0 percentage_points
- 13When should a company consolidate storefront, checkout, payments, POS, B2B, fulfillment, customer data, and marketing on one commerce platform?0 percentage_points
- 14Which criteria expose catalog, customer, checkout, app, storefront, payment, and commercial lock-in risk when choosing a commerce platform?0 percentage_points
- 15Create a proof-of-concept scorecard for commerce platforms covering conversion, performance, merchandising, integration, operations, and administration.0 percentage_points
- 16Compare commerce platforms on PCI scope, fraud, identity, privacy, auditability, residency, uptime, recovery, and regulated-product controls.0 percentage_points
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.
leading brand consensus: 66.666667 on 8 of 16 rows · leading brand owned citation coverage: 0 on 9 of 16 rows · 3 checks behind each row.
Why this rank
Compare commerce vendors on apps, agencies, developers, integrations, themes, payment partners, fulfillment partners, and ecosystem quality. on Commerce Platforms Prompt Citation Opportunities
Snapshot of Oct 1, 2026, 12:00 AM UTC · Link to this snapshot
Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.
4
Rank on this board
33.333 percentage_points
Score
3
Answers behind the score
100% confidence · 1 of 1 components evidenced
What the score is built from
1 of 1 evidencedEvery component evidenced · 1 evidence record each
| Component | Value | Contribution |
|---|---|---|
| Leading brand owned citation gap | 33.333334 | 33.333 |
Moved down since the previous snapshot
-3 places- Leading brand owned citation coverage0 to 33.333+33.333
- Leading brand owned citation gap66.667 to 33.333-33.333
- Citation URLS4 to 13+9
- Engine disagreement93.333 to 88.889-4.444
- Presence events6 to 4-2
- Distinct reviewed brands5 to 3-2
- Leading brand consensus66.667 to 66.6670
Where each number comes from
7 public recordsReviewed-brand presence eventsPresence events · observed Oct 1, 2026, 12:00 AM UTC4 presence_events100% confidence
- Source
- Rank.ai Commerce Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"commerce-ecosystem-comparison","corpusVersion":"commerce-platforms-2026-07-27","runArtifactIds":["39518ed5-889e-4ffe-990f-310dae69ea3c","396365b9-452d-4d0b-a510-e3cddf4a93cc","96b851bd-9fab-41c0-9b3e-9cb89099b5f2"],"parentSnapshotId":"0a287a91-b14c-4bf8-b47b-87a2e1793d8f","providerMatrixVersion":"64232fd32583"}
Distinct citation URLsCitation URLS · observed Oct 1, 2026, 12:00 AM UTC13 urls100% confidence
- Source
- Rank.ai Commerce Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"commerce-ecosystem-comparison","corpusVersion":"commerce-platforms-2026-07-27","runArtifactIds":["39518ed5-889e-4ffe-990f-310dae69ea3c","396365b9-452d-4d0b-a510-e3cddf4a93cc","96b851bd-9fab-41c0-9b3e-9cb89099b5f2"],"parentSnapshotId":"0a287a91-b14c-4bf8-b47b-87a2e1793d8f","providerMatrixVersion":"64232fd32583"}
Distinct reviewed brands surfacedDistinct reviewed brands · observed Oct 1, 2026, 12:00 AM UTC3 brands100% confidence
- Source
- Rank.ai Commerce Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"commerce-ecosystem-comparison","corpusVersion":"commerce-platforms-2026-07-27","runArtifactIds":["39518ed5-889e-4ffe-990f-310dae69ea3c","396365b9-452d-4d0b-a510-e3cddf4a93cc","96b851bd-9fab-41c0-9b3e-9cb89099b5f2"],"parentSnapshotId":"0a287a91-b14c-4bf8-b47b-87a2e1793d8f","providerMatrixVersion":"64232fd32583"}
Cross-engine brand disagreementEngine disagreement · observed Oct 1, 2026, 12:00 AM UTC88.889 percent100% confidence
- Source
- Rank.ai Commerce Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"commerce-ecosystem-comparison","corpusVersion":"commerce-platforms-2026-07-27","runArtifactIds":["39518ed5-889e-4ffe-990f-310dae69ea3c","396365b9-452d-4d0b-a510-e3cddf4a93cc","96b851bd-9fab-41c0-9b3e-9cb89099b5f2"],"parentSnapshotId":"0a287a91-b14c-4bf8-b47b-87a2e1793d8f","providerMatrixVersion":"64232fd32583"}
Leading-brand engine consensusLeading brand consensus · observed Oct 1, 2026, 12:00 AM UTC66.667 percent100% confidence
- Source
- Rank.ai Commerce Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"commerce-ecosystem-comparison","corpusVersion":"commerce-platforms-2026-07-27","runArtifactIds":["39518ed5-889e-4ffe-990f-310dae69ea3c","396365b9-452d-4d0b-a510-e3cddf4a93cc","96b851bd-9fab-41c0-9b3e-9cb89099b5f2"],"parentSnapshotId":"0a287a91-b14c-4bf8-b47b-87a2e1793d8f","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation coverageLeading brand owned citation coverage · observed Oct 1, 2026, 12:00 AM UTC33.333 percent100% confidence
- Source
- Rank.ai Commerce Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"commerce-ecosystem-comparison","corpusVersion":"commerce-platforms-2026-07-27","runArtifactIds":["39518ed5-889e-4ffe-990f-310dae69ea3c","396365b9-452d-4d0b-a510-e3cddf4a93cc","96b851bd-9fab-41c0-9b3e-9cb89099b5f2"],"parentSnapshotId":"0a287a91-b14c-4bf8-b47b-87a2e1793d8f","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation opportunityLeading brand owned citation gap · observed Oct 1, 2026, 12:00 AM UTC33.333 percentage_points100% confidence
- Source
- Rank.ai Commerce Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"commerce-ecosystem-comparison","corpusVersion":"commerce-platforms-2026-07-27","runArtifactIds":["39518ed5-889e-4ffe-990f-310dae69ea3c","396365b9-452d-4d0b-a510-e3cddf4a93cc","96b851bd-9fab-41c0-9b3e-9cb89099b5f2"],"parentSnapshotId":"0a287a91-b14c-4bf8-b47b-87a2e1793d8f","providerMatrixVersion":"64232fd32583"}
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.