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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When querying AI engines about Marketplace platform software, buyers learn that Sharetribe is the leading brand, referred to in half of all relevant queries. Mirakl and Marketplacer are frequently mentioned as well. Sharetribe's dominance with a 50.0% visibility rating suggests strong recognition and presence in the category.
The rankings are heavily influenced by the sources AI engines draw from. YouTube, Yo-Kart, and CS-Cart are major contributors, alongside Sharetribe itself. Aggregator and review sites shape brand visibility by providing comprehensive comparisons and updates, enhancing citation rates for brands featured prominently across different evaluations.
Buyers should note the importance of recent reviews and third-party endorsements when selecting from the ranked list. AI engines prioritize up-to-date information and authoritative sources, signifying that brands with strong third-party validation and reputable reviews may offer more aligned insights and assurances in this ever-evolving e-commerce software space.
At a glance
What we observed in this category
Sharetribe dominates this category with a composite score of 50.0, exactly double that of second-ranked Mirakl at 21.2. The gap is significant because the category average visibility sits at just 5.6 percent, meaning most brands are essentially invisible to Google AI Mode. Sharetribe achieves parity between its visibility and citation rates, both at 50.0 percent, which suggests a consistently reinforced presence rather than one-sided recognition.
CS-Cart Multi-Vendor presents the sharpest divergence between visibility and citation in the dataset. Its visibility score is 0.0 percent yet its citation rate is 50.0 percent, matching Sharetribe on citations alone. This means Google AI Mode references CS-Cart as a source while rarely naming it in direct responses. Marketplacer shows a smaller version of the same pattern, with citations at 25.0 percent against visibility of only 12.5 percent, suggesting the AI trusts these brands as sources more than it surfaces them as recommendations.
Every brand in this dataset lists Google AI Mode as its top engine, indicating no meaningful differentiation across other AI surfaces in this audit. The top cited sources list includes non-brand domains such as youtube.com, yo-kart.com, prometora.com, mercurjs.com, fatbit.com, and journeyh.io alongside brand-owned domains, suggesting the AI anchors heavily on third-party review and comparison content. Shopify is the category's biggest faller, dropping from a previous visibility of 37.5 percent to 12.5 percent while losing all citation presence.
Movers & shakers since last refresh
Biggest visibility fallers
-
Shopify 38% → 12% · rank #2 → #6-25pp
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Mirakl 38% → 25% · rank #3 → #2-12pp
-
CS-Cart Multi-Vendor 12% → 0% · rank #4 → #4-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
sharetribe.com
|
50% | 50% | Google AI Mode |
Sharetribe leads with a composite score of 50.0, nearly 29 points above Mirakl and almost nine times the category average visibility of 5.6 percent. |
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| 2 |
mirakl.com
|
25% | 12% | Google AI Mode |
Mirakl holds second place at 21.2 composite but its citation rate of 12.5 percent trails its visibility of 25.0 percent, and it has shed 12.5 points of visibility since the prior period. |
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| 3 |
marketplacer.com
|
12% | 25% | Google AI Mode |
Marketplacer ranks third with citations (25.0 percent) doubling its visibility (12.5 percent), a pattern that places it among brands the AI trusts as a source more than a named recommendation. |
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| 4 |
cs-cart.com
|
0% | 50% | Google AI Mode |
CS-Cart Multi-Vendor has zero visibility yet a 50.0 percent citation rate, the largest visibility-to-citation gap in the dataset, meaning it functions as a reference source but not a surfaced brand. |
||||
| 5 |
arcadier.com
|
12% | 12% | Google AI Mode |
Arcadier sits at rank five with balanced but low scores of 12.5 percent on both visibility and citation, placing it modestly above the 5.6 percent category visibility average. |
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| 6 |
shopify.com
|
12% | 0% | Google AI Mode |
| 7 |
bigcommerce.com
|
0% | 12% | Google AI Mode |
| 8 |
dokan.co
|
0% | 0% | Google AI Mode |
| 9 |
jungleworks.com
|
0% | 0% | Google AI Mode |
| 10 |
spryker.com
|
0% | 0% | Google AI Mode |
| 11 |
adobe.com
|
0% | 0% | Google AI Mode |
| 12 |
kreezalid.com
|
0% | 0% | Google AI Mode |
| 13 |
salesforce.com
|
0% | 0% | Google AI Mode |
| 14 |
vtex.com
|
0% | 0% | Google AI Mode |
| 15 |
webkul.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 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 →
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. How AI search ranking works →
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 composite score of 50.0 and visibility of 50.0 percent, far ahead of second-placed Mirakl at 25.0 percent visibility. The category average visibility is just 5.6 percent, making Sharetribe's position especially pronounced.
Which marketplace platform brand is most cited but least visible in AI responses?
CS-Cart Multi-Vendor has a citation rate of 50.0 percent but a visibility score of 0.0 percent, meaning Google AI Mode uses it as a source without surfacing it as a named recommendation.
What sources does Google AI Mode anchor on for marketplace platform software research?
The top cited sources include youtube.com, yo-kart.com, prometora.com, mercurjs.com, fatbit.com, and journeyh.io alongside brand-owned domains like cs-cart.com and sharetribe.com, indicating heavy reliance on third-party comparison and review content.
Which brand has fallen most in AI visibility in this category?
Shopify dropped from a previous visibility of 37.5 percent to 12.5 percent, a decline of 25.0 points, and its citation rate fell to 0.0 percent, making it the biggest faller in the dataset.
How does citation rate compare to visibility rate across the top brands in this category?
Several top brands show citations exceeding visibility, most notably CS-Cart Multi-Vendor (50.0 percent citation vs 0.0 percent visibility) and Marketplacer (25.0 percent citation vs 12.5 percent visibility), suggesting the AI treats them as reference material more than recommended solutions.
Is there any brand showing rising AI visibility in marketplace platform software?
The audit data records no biggest visibility risers in this period. All notable movement in this category is downward, with Shopify, Mirakl, and CS-Cart Multi-Vendor all registering visibility declines.