Reviewed commerce platforms ranked by recommendation-prompt presence across three configured model APIs.
Commerce platforms engine disagreement by prompt
16 prompts ranked by cross engine brand disagreement.
Recommend a B2B commerce platform for company accounts, contract pricing, quotes, approvals, purchasing roles, credit, and ERP integration. is out in front at 100.0%.
16 promptschecked Aug 23, 2026, 12:00 AM UTCdailyhow we measure this →CSV / JSON
Recommend a B2B commerce platform for company accounts, contract pricing, quotes, approvals, purchasing roles, credit, and ERP integration.
100.0%cross engine brand disagreement
- Ahead of second place
- 6.7%
- Held by the top three
- 25%
- Middle of the board
- 80.6%
- Below half the leader
- 2 of 16
Recommend a commerce platform for unified online and physical retail with POS, inventory, customer profiles, fulfillment, and returns.
Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.
- Published rank
- #8
- Score
- 83.333 percent
- Sample size
- 3
100% confidence · 100% component coverage · as of Aug 23, 2026, 12:00 AM UTC
Component ledger
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 3 | 0% | — |
| public prompt citation urls | 13 | 0% | — |
| public prompt distinct reviewed brands | 2 | 0% | — |
| public prompt engine disagreement | 83.333333 | 100% | 83.333 |
| public prompt leading brand consensus | 66.666667 | 0% | — |
| public prompt leading brand owned citation coverage | 33.333333 | 0% | — |
| public prompt leading brand owned citation gap | 33.333334 | 0% | — |
down since prior snapshot
- public prompt leading brand owned citation gap66.667 → 33.333-33.333
- public prompt leading brand consensus100 → 66.667-33.333
- public prompt engine disagreement63.889 → 83.333+19.444
- public prompt citation urls21 → 13-8
- public prompt brand presence events6 → 3-3
- public prompt distinct reviewed brands4 → 2-2
- public prompt leading brand owned citation coverage33.333 → 33.3330
Source trail
Reviewed-brand presence eventspublic prompt brand presence events · observed Aug 23, 2026, 12:00 AM UTC3 presence_events100% confidence
- Source
- Rank.ai Commerce Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"commerce-platform-retail","corpusVersion":"commerce-platforms-2026-07-27","runArtifactIds":["39e4f40d-22d5-4a3d-b2b2-440bf94db92b","a380c338-8c4a-410c-b7d4-1b613917aff8","a3704328-7165-4738-8c5d-ec3609782dfc"],"parentSnapshotId":"b8d592fe-8d90-43eb-ba1e-75f21de5220d","providerMatrixVersion":"64232fd32583"}
Distinct citation URLspublic prompt citation urls · observed Aug 23, 2026, 12:00 AM UTC13 urls100% confidence
- Source
- Rank.ai Commerce Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"commerce-platform-retail","corpusVersion":"commerce-platforms-2026-07-27","runArtifactIds":["39e4f40d-22d5-4a3d-b2b2-440bf94db92b","a380c338-8c4a-410c-b7d4-1b613917aff8","a3704328-7165-4738-8c5d-ec3609782dfc"],"parentSnapshotId":"b8d592fe-8d90-43eb-ba1e-75f21de5220d","providerMatrixVersion":"64232fd32583"}
Distinct reviewed brands surfacedpublic prompt distinct reviewed brands · observed Aug 23, 2026, 12:00 AM UTC2 brands100% confidence
- Source
- Rank.ai Commerce Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"commerce-platform-retail","corpusVersion":"commerce-platforms-2026-07-27","runArtifactIds":["39e4f40d-22d5-4a3d-b2b2-440bf94db92b","a380c338-8c4a-410c-b7d4-1b613917aff8","a3704328-7165-4738-8c5d-ec3609782dfc"],"parentSnapshotId":"b8d592fe-8d90-43eb-ba1e-75f21de5220d","providerMatrixVersion":"64232fd32583"}
Cross-engine brand disagreementpublic prompt engine disagreement · observed Aug 23, 2026, 12:00 AM UTC83.333 percent100% confidence
- Source
- Rank.ai Commerce Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"commerce-platform-retail","corpusVersion":"commerce-platforms-2026-07-27","runArtifactIds":["39e4f40d-22d5-4a3d-b2b2-440bf94db92b","a380c338-8c4a-410c-b7d4-1b613917aff8","a3704328-7165-4738-8c5d-ec3609782dfc"],"parentSnapshotId":"b8d592fe-8d90-43eb-ba1e-75f21de5220d","providerMatrixVersion":"64232fd32583"}
Leading-brand engine consensuspublic prompt leading brand consensus · observed Aug 23, 2026, 12:00 AM UTC66.667 percent100% confidence
- Source
- Rank.ai Commerce Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"commerce-platform-retail","corpusVersion":"commerce-platforms-2026-07-27","runArtifactIds":["39e4f40d-22d5-4a3d-b2b2-440bf94db92b","a380c338-8c4a-410c-b7d4-1b613917aff8","a3704328-7165-4738-8c5d-ec3609782dfc"],"parentSnapshotId":"b8d592fe-8d90-43eb-ba1e-75f21de5220d","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation coveragepublic prompt leading brand owned citation coverage · observed Aug 23, 2026, 12:00 AM UTC33.333 percent100% confidence
- Source
- Rank.ai Commerce Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"commerce-platform-retail","corpusVersion":"commerce-platforms-2026-07-27","runArtifactIds":["39e4f40d-22d5-4a3d-b2b2-440bf94db92b","a380c338-8c4a-410c-b7d4-1b613917aff8","a3704328-7165-4738-8c5d-ec3609782dfc"],"parentSnapshotId":"b8d592fe-8d90-43eb-ba1e-75f21de5220d","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation opportunitypublic prompt leading brand owned citation gap · observed Aug 23, 2026, 12:00 AM UTC33.333 percentage_points100% confidence
- Source
- Rank.ai Commerce Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"commerce-platform-retail","corpusVersion":"commerce-platforms-2026-07-27","runArtifactIds":["39e4f40d-22d5-4a3d-b2b2-440bf94db92b","a380c338-8c4a-410c-b7d4-1b613917aff8","a3704328-7165-4738-8c5d-ec3609782dfc"],"parentSnapshotId":"b8d592fe-8d90-43eb-ba1e-75f21de5220d","providerMatrixVersion":"64232fd32583"}
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- Plain text
Commerce Platforms Engine Disagreement by Prompt. Rank.ai, data as of August 23, 2026. https://www.rank.ai/rankings/commerce-platforms/commerce-platforms-prompt-engine-disagreement - HTML
<a href="https://www.rank.ai/rankings/commerce-platforms/commerce-platforms-prompt-engine-disagreement">Commerce Platforms Engine Disagreement by Prompt</a> — Rank.ai, data as of August 23, 2026 - Markdown
[Commerce Platforms Engine Disagreement by Prompt](https://www.rank.ai/rankings/commerce-platforms/commerce-platforms-prompt-engine-disagreement) — Rank.ai, data as of August 23, 2026 - APA
Rank.ai. (2026). Commerce Platforms Engine Disagreement by Prompt. Retrieved September 11, 2026, from https://www.rank.ai/rankings/commerce-platforms/commerce-platforms-prompt-engine-disagreement
<iframe src="https://www.rank.ai/embed/boards/commerce-platforms-prompt-engine-disagreement" title="Commerce Platforms Engine Disagreement by Prompt" width="100%" height="420" loading="lazy" style="border:1px solid #111;max-width:720px"></iframe>
<p style="font-size:12px">Source: <a href="https://www.rank.ai/rankings/commerce-platforms/commerce-platforms-prompt-engine-disagreement">Commerce Platforms Engine Disagreement by Prompt</a> by Rank.ai</p>More in Commerce platforms
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