Marketplace platform software: AI search visibility ranking (2026)
How AI search engines rank marketplace platform software by visibility and citations. 20 brands measured monthly 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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At a glance
What we observed in this categoryauto-generated
Sharetribe holds a commanding lead in this category with a visibility score of 50.0% and a citation rate of 75.0%, producing a composite score of 57.5 — nearly double that of its nearest competitors, Shopify and Mirakl, both sitting at 30.0. The category average visibility is just 8.8%, meaning Sharetribe outperforms the average by more than five times. This gap is significant because it indicates AI Mode is consolidating recommendations around a single specialist platform rather than distributing attention evenly across the 20 brands audited.
A notable divergence exists between visibility and citation across several brands. Shopify and Mirakl each have 37.5% visibility but only 12.5% citation, suggesting AI Mode mentions them but does not anchor sourcing in their own domains. CS-Cart Multi-Vendor inverts this pattern entirely: just 12.5% visibility but a 50.0% citation rate, indicating the AI trusts CS-Cart content as a reference source even when not prominently naming the brand in responses. Nautical Commerce similarly appears in citations (25.0%) despite zero visibility, reinforcing this named-versus-trusted split.
Google AI Mode is the top engine for every brand in this dataset, confirming the audit is effectively a single-engine snapshot. The top cited sources include sharetribe.com and cs-cart.com as first-party domains, alongside third-party review and comparison sites such as g2.com, yo-kart.com, fatbit.com, and prometora.com. The presence of youtube.com and shipturtle.com in the cited sources list suggests AI Mode is drawing on video content and niche operator blogs, not just vendor sites, when constructing answers in this category.
Movers & shakers since last refresh
Biggest visibility risers
-
Shopify 0% → 38% · rank #8 → #2+38pp
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Mirakl 0% → 38% · rank #10 → #3+38pp
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Sharetribe 38% → 50% · rank #1 → #1+12pp
Biggest visibility fallers
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Arcadier 25% → 12% · rank #3 → #7-12pp
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Yo!Kart 12% → 0% · rank #6 → #20-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
sharetribe.com
|
50% | 75% | Google AI Mode |
Sharetribe's 75.0% citation rate — six times the category average of 11.2% — and 50.0% visibility make it the single most authoritative brand AI Mode references in this category. |
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| 2 |
shopify.com
|
38% | 12% | Google AI Mode |
Shopify jumped from rank 8 to rank 2 with a +37.5 visibility delta, but its citation rate of 12.5% matches the category average, signalling recognition without deep sourcing trust. |
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| 3 |
mirakl.com
|
38% | 12% | Google AI Mode |
Mirakl rose from rank 10 to rank 3 with a +37.5 visibility gain and a +12.5 citation delta, making it the strongest mover on both metrics in this audit period. |
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| 4 |
cs-cart.com
|
12% | 50% | Google AI Mode |
CS-Cart's citation rate of 50.0% — four times its visibility score of 12.5% — is the starkest named-versus-trusted divergence among the top 10 brands. |
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| 5 |
marketplacer.com
|
12% | 25% | Google AI Mode |
Marketplacer's 25.0% citation rate is double its 12.5% visibility score, placing it in a similar cited-but-undernamed pattern to CS-Cart, though at lower absolute levels. |
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| 6 |
dokan.co
|
12% | 0% | Google AI Mode |
| 7 |
arcadier.com
|
12% | 0% | Google AI Mode |
| 8 |
nauticalcommerce.com
|
0% | 25% | Google AI Mode |
| 9 |
bigcommerce.com
|
0% | 12% | Google AI Mode |
| 10 |
adobe.com
|
0% | 12% | Google AI Mode |
| 11 |
kreezalid.com
|
0% | 0% | Google AI Mode |
| 12 |
salesforce.com
|
0% | 0% | Google AI Mode |
| 13 |
jungleworks.com
|
0% | 0% | Google AI Mode |
| 14 |
spryker.com
|
0% | 0% | Google AI Mode |
| 15 |
vtex.com
|
0% | 0% | Google AI Mode |
| 16 |
webkul.com
|
0% | 0% | Google AI Mode |
| 17 |
oroinc.com
|
0% | 0% | Google AI Mode |
| 18 |
fabric.inc
|
0% | 0% | Google AI Mode |
| 19 |
izberg-marketplace.com
|
0% | 0% | Google AI Mode |
| 20 |
yokart.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 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.
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.
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.
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 30 days and refresh this page automatically.
Get your own marketplace platform software brand audited
The brands above were curated from public market-leader lists. Want the same 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 marketplace platform software AI visibility
Who leads AI visibility in marketplace platform software?
Sharetribe leads with a visibility score of 50.0% and a composite score of 57.5, nearly double the 30.0 composite of second-ranked Shopify and Mirakl.
Which brand is most cited by AI Mode in this category even without high visibility?
CS-Cart Multi-Vendor has a 50.0% citation rate despite only 12.5% visibility, meaning AI Mode uses its content as a reference source far more often than it names the brand in responses.
What third-party sources does Google AI Mode rely on for marketplace platform research?
The audit identifies g2.com, yo-kart.com, fatbit.com, prometora.com, youtube.com, and shipturtle.com as top cited sources alongside first-party vendor domains.
Which brands have seen the biggest recent shifts in AI visibility?
Shopify and Mirakl are the biggest risers, each gaining +37.5 visibility points this period; Yo!Kart is the biggest faller, dropping 14 rank positions to zero visibility after previously holding rank 6.
How concentrated is AI visibility across the 20 brands in this category?
Highly concentrated: the category average visibility is just 8.8%, and only three brands exceed 12.5% visibility, with Sharetribe alone accounting for 50.0%.
Does high AI visibility reliably predict high citation rates in this category?
No — Shopify and Mirakl both have 37.5% visibility but only 12.5% citation, while Nautical Commerce has zero visibility yet a 25.0% citation rate, showing visibility and citation diverge significantly.