AEO for marketplace platform software: AI search visibility ranking
How AI search engines rank marketplace platform software by visibility and citations. 20 brands measured quarterly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Marketplace software used to launch multi-vendor commerce platforms with seller onboarding, catalog management, payments, and order orchestration. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
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When buyers inquire about Marketplace platform software, AI engines frequently highlight Sharetribe as the leader. CS-Cart Multi-Vendor and Mirakl also make significant appearances in these discussions. Sharetribe's visibility at 25.0 percent showcases its dominant position in the industry, reflecting its widespread recognition and trust among AI engines.
The rankings are influenced heavily by the sources AI engines most often reference. Websites such as sharetribe.com and cs-cart.com, along with aggregator/review sites like softwareworld.co, greatly impact these visibility statistics. These sources offer comprehensive reviews and comparisons, suggesting why certain brands have higher citation percentages.
As a buyer evaluating options, understanding what AI engines prioritize can be crucial. They value recent reviews, third-party validation, and topical authority, making these factors important to consider. Choosing a brand with strong visibility in these areas can ensure alignment with AI-driven insights and recommendations, providing confidence in the purchase decision.
At a glance
What we observed in this category
Sharetribe leads the marketplace platform software category with a composite score of 43.8, built on a citation rate of 87.5% against a visibility rate of 25.0%. The category average visibility sits at just 3.8%, meaning the top three brands each hold 25.0% visibility while the remaining 17 brands register zero. That concentration at the top is extreme, and the gap between Sharetribe's citation rate and the next closest brand (CS-Cart Multi-Vendor at 62.5%) signals that Sharetribe is not only seen but trusted as a source by Google AI Mode.
Mirakl presents the clearest divergence between visibility and citation in this dataset. It holds 25.0% visibility, matching the top two brands, yet records a 0.0% citation rate. This means Google AI Mode names Mirakl in responses but does not anchor those answers to Mirakl's own domain as a source. Marketplacer shows the inverse pattern, with 0.0% visibility but a 12.5% citation rate, indicating it is referenced as a supporting source without being surfaced as a named recommendation.
Google AI Mode is the dominant engine across all 20 brands in this audit, with every brand's top engine recorded as Google AI Mode. The top cited sources list includes third-party review and directory sites such as g2.com and softwareworld.co alongside brand domains like sharetribe.com and cs-cart.com. The presence of yo-kart.com and mercurjs.com in the cited sources list, despite neither appearing in the top 10 ranked brands, suggests Google AI Mode is pulling category context from competitor and niche-platform content beyond the brands being tracked.
Movers & shakers since last refresh
Biggest visibility risers
-
CS-Cart Multi-Vendor 0% → 25% · rank #4 → #2+25pp
Biggest visibility fallers
-
Sharetribe 50% → 25% · rank #1 → #1-25pp
-
Marketplacer 12% → 0% · rank #3 → #4-12pp
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Shopify 12% → 0% · rank #6 → #9-12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
sharetribe.com
|
25% | 88% | Google AI Mode |
Sharetribe holds the highest composite score at 43.8, with an 87.5% citation rate that is 79.4 percentage points above the category average of 8.1%, making it the most cited brand by a clear margin. |
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| 2 |
cs-cart.com
|
25% | 62% | Google AI Mode |
CS-Cart Multi-Vendor matches Sharetribe on visibility at 25.0% and is the biggest riser this period, jumping from rank 4 to rank 2 with a visibility delta of plus 25.0 percentage points. |
||||
| 3 |
mirakl.com
|
25% | 0% | Google AI Mode |
Mirakl shares the 25.0% visibility tier but records a 0.0% citation rate, a stark gap that indicates AI responses name it without using its domain as an authoritative source. |
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| 4 |
marketplacer.com
|
0% | 12% | Google AI Mode |
Marketplacer scores 0.0% visibility yet retains a 12.5% citation rate, meaning it functions as a background reference source for the AI rather than a directly recommended brand. |
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| 5 |
bigcommerce.com
|
0% | 0% | Google AI Mode |
BigCommerce registers 0.0% on both visibility and citation, giving it a composite score of 0.0 and placing it level with five other brands including Shopify and Adobe Commerce. |
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| 6 |
dokan.co
|
0% | 0% | Google AI Mode |
| 7 |
jungleworks.com
|
0% | 0% | Google AI Mode |
| 8 |
spryker.com
|
0% | 0% | Google AI Mode |
| 9 |
shopify.com
|
0% | 0% | Google AI Mode |
| 10 |
adobe.com
|
0% | 0% | Google AI Mode |
| 11 |
vtex.com
|
0% | 0% | Google AI Mode |
| 12 |
webkul.com
|
0% | 0% | Google AI Mode |
| 13 |
arcadier.com
|
0% | 0% | Google AI Mode |
| 14 |
kreezalid.com
|
0% | 0% | Google AI Mode |
| 15 |
salesforce.com
|
0% | 0% | Google AI Mode |
| 16 |
oroinc.com
|
0% | 0% | Google AI Mode |
| 17 |
fabric.inc
|
0% | 0% | Google AI Mode |
| 18 |
nauticalcommerce.com
|
0% | 0% | Google AI Mode |
| 19 |
yokart.com
|
0% | 0% | Google AI Mode |
| 20 |
izberg-marketplace.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on marketplace platform software, these are the domains Google AI Mode cited most often. If you're not on this list — or if your competitors are — that's a concrete PR / linkbuilding target.
How to read this AEO ranking
Four things worth knowing before you act on the numbers above. These are the same definitions across every industry page — for category-specific observations, see the What we observed section above (where available) and the per-brand insights inline in the ranking.
Visibility = being named
A brand's visibility % is the share of AI answers that mention it by name in the response prose. This is who AI engines actively recommend to the buyer. More on visibility →
Citation rate = being trusted
Citation rate is the share of AI answers that include the brand's domain as a clickable source link. This is what the AI treats as authoritative evidence, different from being named. More on citation rate →
Top engine differs by brand
The "top engine" column shows which AI surface each brand performs best on. Big gaps between a brand's score across engines usually points to specific content or schema gaps. How AI engines pick sources →
AEO rankings move month to month
AI engines re-crawl and re-rank on shorter cycles than classical search. We re-audit every brand on this list at least every 90 days and refresh this page automatically. How AI search ranking works →
Run an AEO audit on your own marketplace platform software brand
The brands above were curated from public market-leader lists. Want the same answer engine optimisation measurement against your own brand — including the queries you appear on, which competitors get named instead, and a prioritised fix list? Run a free preview.
Frequently asked about AEO for marketplace platform software
Who leads AI visibility in marketplace platform software?
Sharetribe leads with a composite score of 43.8 and the highest citation rate in the category at 87.5%, well above the category average of 8.1%.
What sources does Google AI Mode cite most for marketplace platform software research?
The top cited sources include sharetribe.com, cs-cart.com, g2.com, softwareworld.co, and yo-kart.com, combining brand domains with third-party review and directory sites.
How concentrated is AI visibility in this category?
Visibility is highly concentrated: only 3 of 20 brands hold any visibility at all, each at 25.0%, while the remaining 17 brands score 0.0% against a category average of 3.8%.
Which brand showed the biggest improvement in AI visibility this period?
CS-Cart Multi-Vendor rose from 0.0% to 25.0% visibility, moving from rank 4 to rank 2 and recording a citation delta of plus 12.5 percentage points.
Can a brand be cited by Google AI Mode without appearing in AI-generated recommendations?
Yes. Marketplacer records a 12.5% citation rate with 0.0% visibility, meaning Google AI Mode uses it as a source reference without surfacing it as a named brand recommendation.
Does high AI visibility guarantee high citation in this category?
No. Mirakl holds 25.0% visibility but a 0.0% citation rate, showing that Google AI Mode can name a brand in responses without drawing on its domain as a cited source.