AI Index / Marketplace builder platforms

Best Marketplace builder platforms

What AI assistants actually recommend when buyers ask about marketplace builder platforms — measured weekly across 4 engines, published as open data.

Updated 2026-08-04 · 60 sampled answers · rolling 4-week window · methodology

Rankings are measured from sampled AI answers — never editorial, never paid. Orbator builds AI-visibility tooling; when Orbator itself appears in any category, it is measured by the same rules as everyone else.

Updated weekly60 samples4 enginesmethodology

Sample: 60 AI answers · Window: Jul 7, 2026Aug 4, 2026 (4-week rolling) · trend vs prior 4 weeks (42 answers)

What is the best marketplace builder platforms?

Across 60 sampled AI answers from 4 engines, Sharetribe is recommended most often — appearing in 73.3% of recommendations, followed by Arcadier (48.3%) and Bubble (41.7%).

This is a measurement of share of voice across 4 AI engines — not an editorial pick. See the full ranking below.

#ProductShareTrendEngines
1
Sharetribe

sharetribe.com

Best for: AI recommends Sharetribe most when buyers ask affordable alternatives to custom-coded marketplace development (100% of those answers)

73.3%

95% CI 6182.9%

44 mentions · avg pos 2.3

first pick 54.5%

GEMINI 61.1%CHATGPT 71.4%CLAUDE 92.9%PERPLEXITY 71.4%
Claim
2
Arcadier

arcadier.com

Best for: AI recommends Arcadier most when buyers ask best platforms for building a two-sided marketplace (100% of those answers)

48.3%

95% CI 36.260.7%

29 mentions · avg pos 6.4

first pick 0%

GEMINI 38.9%CHATGPT 57.1%CLAUDE 50%PERPLEXITY 52.4%
Claim
3
Bubble

bubble.io

Best for: AI recommends Bubble most when buyers ask best no-code marketplace builder tools for launching a service marketplace (100% of those answers)

41.7%

95% CI 30.154.3%

25 mentions · avg pos 3.5

first pick 12%

GEMINI 33.3%CHATGPT 42.9%CLAUDE 50%PERPLEXITY 42.9%
Claim
4
Stripe

stripe.com

Best for: AI recommends Stripe most when buyers ask how do I launch a product marketplace with vendor management and payments (100% of those answers)

38.3%

95% CI 27.151%

23 mentions · avg pos 10.6

first pick 13%

GEMINI 38.9%CHATGPT 71.4%CLAUDE 21.4%PERPLEXITY 38.1%
Claim
5
Kreezalid

Best for: AI recommends Kreezalid most when buyers ask which marketplace platform is best for rental and booking marketplaces (60% of those answers)

30%

95% CI 19.942.5%

18 mentions · avg pos 6.6

first pick 5.6%

GEMINI 38.9%CHATGPT 14.3%CLAUDE 35.7%PERPLEXITY 23.8%
Claim
6
Softr

softr.io

Best for: AI recommends Softr most when buyers ask best no-code marketplace builder tools for launching a service marketplace (63.6% of those answers)

26.7%

95% CI 17.139%

16 mentions · avg pos 6.9

first pick 12.5%

GEMINI 16.7%CHATGPT 28.6%CLAUDE 28.6%PERPLEXITY 33.3%
Claim
7
Shopify

shopify.com

Best for: AI recommends Shopify most when buyers ask best platforms for building a two-sided marketplace (66.7% of those answers)

25%

95% CI 15.837.2%

15 mentions · avg pos 12.8

first pick 6.7%

GEMINI 27.8%CHATGPT 42.9%CLAUDE 28.6%PERPLEXITY 14.3%
Claim
8
Stripe Connect

Best for: AI recommends Stripe Connect most when buyers ask best no-code marketplace builder tools for launching a service marketplace (72.7% of those answers)

25%

95% CI 15.837.2%

15 mentions · avg pos 16.4

first pick 20%

GEMINI 16.7%CHATGPT 71.4%CLAUDE 21.4%PERPLEXITY 19%
Claim
9
CS-Cart Multi-Vendor Cloud

cs-cart.com

Best for: AI recommends CS-Cart Multi-Vendor Cloud most when buyers ask affordable alternatives to custom-coded marketplace development (63.6% of those answers)

23.3%

95% CI 14.435.4%

14 mentions · avg pos 6.1

first pick 7.1%

GEMINI 11.1%CLAUDE 21.4%PERPLEXITY 42.9%
Claim
10
Shipturtle

shipturtle.com

Best for: AI recommends Shipturtle most when buyers ask marketplace builder platforms vs custom marketplace development for early-stage startups (54.5% of those answers)

21.7%

95% CI 13.133.6%

13 mentions · avg pos 7.5

first pick 0%

GEMINI 22.2%CLAUDE 14.3%PERPLEXITY 33.3%
Claim
11
CS-Cart

Best for: AI recommends CS-Cart most when buyers ask affordable alternatives to custom-coded marketplace development (45.5% of those answers)

21.7%

95% CI 13.133.6%

13 mentions · avg pos 8.4

first pick 0%

GEMINI 33.3%CHATGPT 28.6%CLAUDE 28.6%PERPLEXITY 4.8%
Claim
12
Dokan

wedevs.com

Best for: AI recommends Dokan most when buyers ask affordable alternatives to custom-coded marketplace development (54.5% of those answers)

20%

95% CI 11.831.8%

12 mentions · avg pos 10

first pick 0%

GEMINI 5.6%CHATGPT 28.6%CLAUDE 28.6%PERPLEXITY 23.8%
Claim
13
WooCommerce

Best for: AI recommends WooCommerce most when buyers ask affordable alternatives to custom-coded marketplace development (54.5% of those answers)

20%

95% CI 11.831.8%

12 mentions · avg pos 12.9

first pick 0%

GEMINI 22.2%CHATGPT 28.6%CLAUDE 28.6%PERPLEXITY 9.5%
Claim
14
WordPress

wordpress.com

Best for: AI recommends WordPress most when buyers ask affordable alternatives to custom-coded marketplace development (54.5% of those answers)

18.3%

95% CI 10.629.9%

11 mentions · avg pos 9

first pick 0%

GEMINI 22.2%CLAUDE 28.6%PERPLEXITY 14.3%
Claim
15
Fiverr

fiverr.com

Best for: AI recommends Fiverr most when buyers ask what should I use to build a freelancer or service marketplace (63.6% of those answers)

15%

95% CI 8.126.1%

9 mentions · avg pos 20

first pick 0%

GEMINI 11.1%CHATGPT 57.1%CLAUDE 7.1%PERPLEXITY 9.5%
Claim
16
React

react.dev

Best for: AI recommends React most when buyers ask what should I use to build a freelancer or service marketplace (81.8% of those answers)

15%

95% CI 8.126.1%

9 mentions · avg pos 25.1

first pick 11.1%

GEMINI 11.1%CHATGPT 42.9%CLAUDE 14.3%PERPLEXITY 9.5%
Claim
17
Yo!Kart

yo-kart.com

Best for: AI recommends Yo!Kart most when buyers ask marketplace builder platforms vs custom marketplace development for early-stage startups (36.4% of those answers)

13.3%

95% CI 6.924.2%

8 mentions · avg pos 3.7

first pick 12.5%

GEMINI 5.6%CLAUDE 21.4%PERPLEXITY 19%
Claim
18
My Marketplace Builder

Best for: AI recommends My Marketplace Builder most when buyers ask which marketplace platform is best for rental and booking marketplaces (30% of those answers)

13.3%

95% CI 6.924.2%

8 mentions · avg pos 3.7

first pick 0%

GEMINI 11.1%CLAUDE 14.3%PERPLEXITY 19%
Claim
19
Mirakl

Best for: AI recommends Mirakl most when buyers ask best platforms for building a two-sided marketplace (44.4% of those answers)

13.3%

95% CI 6.924.2%

8 mentions · avg pos 15.3

first pick 0%

GEMINI 11.1%CHATGPT 28.6%CLAUDE 14.3%PERPLEXITY 9.5%
Claim
20
Next.js

nextjs.org

Best for: AI recommends Next.js most when buyers ask what should I use to build a freelancer or service marketplace (45.5% of those answers)

13.3%

95% CI 6.924.2%

8 mentions · avg pos 28.7

first pick 12.5%

CHATGPT 57.1%CLAUDE 21.4%PERPLEXITY 4.8%
Claim
21
PostgreSQL

postgresql.org

Best for: AI recommends PostgreSQL most when buyers ask what should I use to build a freelancer or service marketplace (63.6% of those answers)

13.3%

95% CI 6.924.2%

8 mentions · avg pos 30.4

first pick 0%

GEMINI 5.6%CHATGPT 42.9%CLAUDE 14.3%PERPLEXITY 9.5%
Claim
22
Airbnb

Best for: AI recommends Airbnb most when buyers ask which marketplace platform is best for rental and booking marketplaces (60% of those answers)

13.3%

95% CI 6.924.2%

8 mentions · avg pos 34.4

first pick 0%

CHATGPT 57.1%CLAUDE 14.3%PERPLEXITY 9.5%
Claim
23
Webflow

webflow.com

Best for: AI recommends Webflow most when buyers ask best platforms for building a two-sided marketplace (44.4% of those answers)

11.7%

95% CI 5.822.2%

7 mentions · avg pos 9.9

first pick 0%

GEMINI 11.1%CHATGPT 14.3%PERPLEXITY 19%
Claim
24
Freelancer

freelancer.com

Best for: AI recommends Freelancer most when buyers ask what should I use to build a freelancer or service marketplace (100% of those answers)

11.7%

95% CI 5.822.2%

7 mentions · avg pos 14.3

first pick 0%

GEMINI 11.1%CHATGPT 14.3%CLAUDE 7.1%PERPLEXITY 14.3%
Claim
25
Airtable

airtable.com

Best for: AI recommends Airtable most when buyers ask best no-code marketplace builder tools for launching a service marketplace (45.5% of those answers)

11.7%

95% CI 5.822.2%

7 mentions · avg pos 14.8

first pick 0%

GEMINI 5.6%CHATGPT 14.3%CLAUDE 28.6%PERPLEXITY 4.8%
Claim
26
Rails

rubyonrails.org

Best for: AI recommends Rails most when buyers ask what should I use to build a freelancer or service marketplace (36.4% of those answers)

11.7%

95% CI 5.822.2%

7 mentions · avg pos 24.6

first pick 0%

GEMINI 11.1%CHATGPT 14.3%CLAUDE 28.6%
Claim
27
Node.js

nodejs.org

Best for: AI recommends Node.js most when buyers ask what should I use to build a freelancer or service marketplace (54.5% of those answers)

11.7%

95% CI 5.822.2%

7 mentions · avg pos 33.8

first pick 0%

GEMINI 5.6%CHATGPT 28.6%CLAUDE 14.3%PERPLEXITY 9.5%
Claim
28
Adalo

adalo.com

Best for: AI recommends Adalo most when buyers ask affordable alternatives to custom-coded marketplace development (45.5% of those answers)

10%

95% CI 4.720.1%

6 mentions · avg pos 3.7

first pick 16.7%

GEMINI 11.1%CHATGPT 14.3%CLAUDE 7.1%PERPLEXITY 9.5%
Claim
29
Prometora

prometora.com

Best for: AI recommends Prometora most when buyers ask affordable alternatives to custom-coded marketplace development (36.4% of those answers)

10%

95% CI 4.720.1%

6 mentions · avg pos 4.6

first pick 0%

GEMINI 5.6%CHATGPT 28.6%CLAUDE 7.1%PERPLEXITY 9.5%
Claim
30
Yo!Rent

yo-rent.com

Best for: AI recommends Yo!Rent most when buyers ask which marketplace platform is best for rental and booking marketplaces (70% of those answers)

10%

95% CI 4.720.1%

6 mentions · avg pos 8.5

first pick 0%

GEMINI 5.6%CHATGPT 14.3%CLAUDE 14.3%PERPLEXITY 9.5%
Claim
31
Glide

glide.app

Best for: AI recommends Glide most when buyers ask affordable alternatives to custom-coded marketplace development (45.5% of those answers)

10%

95% CI 4.720.1%

6 mentions · avg pos 12.4

first pick 16.7%

GEMINI 5.6%CHATGPT 28.6%PERPLEXITY 14.3%
Claim
32
CS-Cart Multi-Vendor

8.3%

95% CI 3.618.1%

5 mentions · avg pos 12.8

first pick 0%

GEMINI 5.6%CHATGPT 28.6%CLAUDE 14.3%
Claim
33
Spree Commerce

spreecommerce.org

8.3%

95% CI 3.618.1%

5 mentions · avg pos 13

first pick 0%

GEMINI 11.1%CHATGPT 14.3%PERPLEXITY 9.5%
Claim
34
WCFM

8.3%

95% CI 3.618.1%

5 mentions · avg pos 17.8

first pick 0%

CHATGPT 28.6%CLAUDE 14.3%PERPLEXITY 4.8%
Claim
35
Magento

magento.com

8.3%

95% CI 3.618.1%

5 mentions · avg pos 18.6

first pick 0%

GEMINI 11.1%CHATGPT 14.3%CLAUDE 14.3%
Claim
36
Django

djangoproject.com

Best for: AI recommends Django most when buyers ask what should I use to build a freelancer or service marketplace (45.5% of those answers)

8.3%

95% CI 3.618.1%

5 mentions · avg pos 25.2

first pick 0%

GEMINI 5.6%CHATGPT 14.3%CLAUDE 14.3%PERPLEXITY 4.8%
Claim
37
Upwork

Best for: AI recommends Upwork most when buyers ask what should I use to build a freelancer or service marketplace (36.4% of those answers)

8.3%

95% CI 3.618.1%

5 mentions · avg pos 27.5

first pick 0%

GEMINI 11.1%CHATGPT 42.9%
Claim
38
Ruby

Best for: AI recommends Ruby most when buyers ask what should I use to build a freelancer or service marketplace (36.4% of those answers)

8.3%

95% CI 3.618.1%

5 mentions · avg pos 29

first pick 0%

GEMINI 11.1%CHATGPT 14.3%CLAUDE 14.3%
Claim
39
Ruby on Rails

Best for: AI recommends Ruby on Rails most when buyers ask what should I use to build a freelancer or service marketplace (36.4% of those answers)

8.3%

95% CI 3.618.1%

5 mentions · avg pos 29

first pick 0%

GEMINI 11.1%CHATGPT 14.3%CLAUDE 14.3%
Claim
40
Express

8.3%

95% CI 3.618.1%

5 mentions · avg pos 30

first pick 20%

GEMINI 5.6%CHATGPT 28.6%CLAUDE 7.1%PERPLEXITY 4.8%
Claim
41
Cocorico

Best for: AI recommends Cocorico most when buyers ask which marketplace platform is best for rental and booking marketplaces (30% of those answers)

6.7%

95% CI 2.615.9%

4 mentions · avg pos 3.5

first pick 25%

CLAUDE 14.3%PERPLEXITY 9.5%
Claim
42
Tangram

6.7%

95% CI 2.615.9%

4 mentions · avg pos 4.3

first pick 0%

PERPLEXITY 19%
Claim
43
Webkul

6.7%

95% CI 2.615.9%

4 mentions · avg pos 4.7

first pick 25%

CLAUDE 28.6%
Claim
44
Vue

vuejs.org

Best for: AI recommends Vue most when buyers ask what should I use to build a freelancer or service marketplace (45.5% of those answers)

6.7%

95% CI 2.615.9%

4 mentions · avg pos 12.3

first pick 25%

GEMINI 11.1%CLAUDE 7.1%PERPLEXITY 4.8%
Claim
45
PayPal

paypal.com

6.7%

95% CI 2.615.9%

4 mentions · avg pos 23.8

first pick 0%

GEMINI 5.6%CHATGPT 14.3%CLAUDE 14.3%
Claim
46
AWS

aws.amazon.com

Best for: AI recommends AWS most when buyers ask what should I use to build a freelancer or service marketplace (36.4% of those answers)

6.7%

95% CI 2.615.9%

4 mentions · avg pos 33.8

first pick 0%

GEMINI 5.6%CHATGPT 28.6%PERPLEXITY 4.8%
Claim
47
Laravel

laravel.com

Best for: AI recommends Laravel most when buyers ask what should I use to build a freelancer or service marketplace (36.4% of those answers)

6.7%

95% CI 2.615.9%

4 mentions · avg pos 41.7

first pick 0%

GEMINI 11.1%CHATGPT 14.3%PERPLEXITY 4.8%
Claim
48
Node

6.7%

95% CI 2.615.9%

4 mentions · avg pos 43.5

first pick 0%

CHATGPT 42.9%CLAUDE 7.1%
Claim
49
Marketplacer

5%

95% CI 1.713.7%

3 mentions · avg pos 5

first pick 0%

GEMINI 16.7%
Claim
50
WCFM Marketplace

wcfmarketplace.com

5%

95% CI 1.713.7%

3 mentions · avg pos 5.5

first pick 0%

CHATGPT 14.3%CLAUDE 7.1%PERPLEXITY 4.8%
Claim
51
OpenCart

opencart.com

5%

95% CI 1.713.7%

3 mentions · avg pos 5.7

first pick 0%

CLAUDE 7.1%PERPLEXITY 9.5%
Claim
52
Plasmic

plasmic.app

5%

95% CI 1.713.7%

3 mentions · avg pos 6.5

first pick 0%

GEMINI 16.7%
Claim
53
Dokan Cloud

5%

95% CI 1.713.7%

3 mentions · avg pos 8

first pick 0%

GEMINI 5.6%PERPLEXITY 9.5%
Claim
54
Medusa

5%

95% CI 1.713.7%

3 mentions · avg pos 8.7

first pick 0%

GEMINI 5.6%CLAUDE 7.1%PERPLEXITY 4.8%
Claim
55
Bagisto

bagisto.com

5%

95% CI 1.713.7%

3 mentions · avg pos 14

first pick 0%

GEMINI 5.6%CHATGPT 14.3%PERPLEXITY 4.8%
Claim
56
Multi Vendor Marketplace

5%

95% CI 1.713.7%

3 mentions · avg pos 15

first pick 0%

GEMINI 5.6%CLAUDE 14.3%
Claim
57
Etsy

etsy.com

5%

95% CI 1.713.7%

3 mentions · avg pos 16.7

first pick 0%

CHATGPT 28.6%CLAUDE 7.1%
Claim
58
MySQL

mysql.com

Best for: AI recommends MySQL most when buyers ask what should I use to build a freelancer or service marketplace (36.4% of those answers)

5%

95% CI 1.713.7%

3 mentions · avg pos 17

first pick 0%

GEMINI 5.6%PERPLEXITY 9.5%
Claim
59
Turo

turo.com

Best for: AI recommends Turo most when buyers ask which marketplace platform is best for rental and booking marketplaces (30% of those answers)

5%

95% CI 1.713.7%

3 mentions · avg pos 25.7

first pick 0%

CHATGPT 14.3%CLAUDE 7.1%PERPLEXITY 4.8%
Claim
60
NestJS

nestjs.com

5%

95% CI 1.713.7%

3 mentions · avg pos 30.7

first pick 0%

CHATGPT 28.6%CLAUDE 7.1%
Claim
61
Algolia

algolia.com

5%

95% CI 1.713.7%

3 mentions · avg pos 35.3

first pick 0%

CHATGPT 28.6%CLAUDE 7.1%
Claim
62
Supabase

supabase.com

5%

95% CI 1.713.7%

3 mentions · avg pos 38.7

first pick 0%

CHATGPT 42.9%
Claim
63
Upwork SDK

upwork.com

3.3%

95% CI 0.911.4%

2 mentions · avg pos 1

first pick 50%

PERPLEXITY 9.5%
Claim
64
YoRent

yorent.com

3.3%

95% CI 0.911.4%

2 mentions · avg pos 1

first pick 50%

GEMINI 5.6%PERPLEXITY 4.8%
Claim
65
Dittofi

dittofi.com

3.3%

95% CI 0.911.4%

2 mentions · avg pos 3

first pick 0%

CLAUDE 14.3%
Claim
66
Nautical Commerce

3.3%

95% CI 0.911.4%

2 mentions · avg pos 3

first pick 0%

GEMINI 5.6%PERPLEXITY 4.8%
Claim
67
Yo!Gigs

yo-gigs.com

3.3%

95% CI 0.911.4%

2 mentions · avg pos 3.5

first pick 0%

PERPLEXITY 9.5%
Claim
68
Yelo

3.3%

95% CI 0.911.4%

2 mentions · avg pos 8

first pick 0%

GEMINI 5.6%PERPLEXITY 4.8%
Claim
69
WC Vendors

3.3%

95% CI 0.911.4%

2 mentions · avg pos 10.5

first pick 0%

GEMINI 5.6%CLAUDE 7.1%
Claim
70
Python

python.org

3.3%

95% CI 0.911.4%

2 mentions · avg pos 15

first pick 0%

GEMINI 5.6%PERPLEXITY 4.8%
Claim
71
Angular

angular.io

3.3%

95% CI 0.911.4%

2 mentions · avg pos 16

first pick 0%

GEMINI 5.6%PERPLEXITY 4.8%
Claim
72
Twilio

twilio.com

3.3%

95% CI 0.911.4%

2 mentions · avg pos 16.5

first pick 0%

CHATGPT 14.3%PERPLEXITY 4.8%
Claim
73
MongoDB

mongodb.com

3.3%

95% CI 0.911.4%

2 mentions · avg pos 17

first pick 0%

GEMINI 5.6%PERPLEXITY 4.8%
Claim
74
Trolley

trolley.com

3.3%

95% CI 0.911.4%

2 mentions · avg pos 32

first pick 0%

GEMINI 5.6%PERPLEXITY 4.8%
Claim
75
Hostaway

hostaway.com

Best for: AI recommends Hostaway most when buyers ask which marketplace platform is best for rental and booking marketplaces (30% of those answers)

3.3%

95% CI 0.911.4%

2 mentions · avg pos 39.5

first pick 0%

CHATGPT 14.3%CLAUDE 7.1%
Claim
76
Elasticsearch

elastic.co

3.3%

95% CI 0.911.4%

2 mentions · avg pos 47

first pick 0%

CHATGPT 14.3%CLAUDE 7.1%
Claim
77
Vercel

vercel.com

3.3%

95% CI 0.911.4%

2 mentions · avg pos 57.5

first pick 0%

CHATGPT 28.6%
Claim
78
Vrbo

vrbo.com

Best for: AI recommends Vrbo most when buyers ask which marketplace platform is best for rental and booking marketplaces (30% of those answers)

3.3%

95% CI 0.911.4%

2 mentions

first pick 0%

PERPLEXITY 9.5%
Claim
79
TaskRabbit

taskrabbit.com

1.7%

95% CI 0.38.9%

1 mentions · avg pos 3

first pick 0%

CLAUDE 7.1%
Claim
80
Toptal

toptal.com

1.7%

95% CI 0.38.9%

1 mentions · avg pos 3

first pick 0%

PERPLEXITY 4.8%
Claim
81
FareHarbor

1.7%

95% CI 0.38.9%

1 mentions · avg pos 4

first pick 0%

CLAUDE 7.1%
Claim
82
Getaround

getaround.com

1.7%

95% CI 0.38.9%

1 mentions · avg pos 5

first pick 0%

CLAUDE 7.1%
Claim
83
Tradly

tradly.app

1.7%

95% CI 0.38.9%

1 mentions · avg pos 5

first pick 0%

GEMINI 5.6%
Claim
84
Tailwind CSS

tailwindcss.com

1.7%

95% CI 0.38.9%

1 mentions · avg pos 6

first pick 0%

CHATGPT 14.3%
Claim
85
Wix

wix.com

1.7%

95% CI 0.38.9%

1 mentions · avg pos 6

first pick 0%

GEMINI 5.6%
Claim
86
shadcn/ui

ui.shadcn.com

1.7%

95% CI 0.38.9%

1 mentions · avg pos 7

first pick 0%

CHATGPT 14.3%
Claim
87
HivePress

1.7%

95% CI 0.38.9%

1 mentions · avg pos 8

first pick 0%

CLAUDE 7.1%
Claim
88
Jungleworks

jungleworks.com

1.7%

95% CI 0.38.9%

1 mentions · avg pos 8

first pick 0%

GEMINI 5.6%
Claim
89
Express.js

expressjs.com

1.7%

95% CI 0.38.9%

1 mentions · avg pos 9

first pick 0%

CHATGPT 14.3%
Claim
90
Flutter

flutter.dev

1.7%

95% CI 0.38.9%

1 mentions · avg pos 9

first pick 0%

PERPLEXITY 4.8%
Claim
91
Noloco

noloco.io

1.7%

95% CI 0.38.9%

1 mentions · avg pos 9

first pick 0%

GEMINI 5.6%
Claim
92
React Native

1.7%

95% CI 0.38.9%

1 mentions · avg pos 9

first pick 0%

PERPLEXITY 4.8%
Claim
93
Stacker

stackerhq.com

1.7%

95% CI 0.38.9%

1 mentions · avg pos 9

first pick 0%

GEMINI 5.6%
Claim
94
Meilisearch

1.7%

95% CI 0.38.9%

1 mentions · avg pos 12

first pick 0%

CHATGPT 14.3%
Claim
95
Mercur

1.7%

95% CI 0.38.9%

1 mentions · avg pos 14

first pick 0%

GEMINI 5.6%
Claim
96
Stream Chat

getstream.io

1.7%

95% CI 0.38.9%

1 mentions · avg pos 14

first pick 0%

CHATGPT 14.3%
Claim
97
Apigee

cloud.google.com

1.7%

95% CI 0.38.9%

1 mentions · avg pos 17

first pick 0%

CHATGPT 14.3%
Claim
98
WC Vendors Pro

wcvendors.com

1.7%

95% CI 0.38.9%

1 mentions · avg pos 17

first pick 0%

GEMINI 5.6%
Claim
99
Adyen

adyen.com

1.7%

95% CI 0.38.9%

1 mentions · avg pos 18

first pick 0%

CLAUDE 7.1%
Claim
100
Mapbox

mapbox.com

1.7%

95% CI 0.38.9%

1 mentions · avg pos 18

first pick 0%

CHATGPT 14.3%
Claim

Reading the numbers: Share is a point estimate on 60 sampled answers, so each row also shows its 95% CI — the Wilson score interval around that share. When two products' intervals overlap, the gap between them isn't statistically meaningful at this sample size. First pick is the share of a product's recommending answers where it was named first, which separates “always mentioned” from “usually the top recommendation”. Full methodology.

Independence: Orbator customers are badged for disclosure. Customer status does not affect prompts, sampling, extraction, or ranking — see the methodology. Your product on this list? Claim it to see the prompts behind your rank and track it weekly.

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