The AI Search Visibility Index — Online Retail

Which online stores does ChatGPT recommend? Amazon, Walmart, Target, Best Buy and more — ranked by AI share of voice. Free, updated monthly by Knownful.

Amazon 68% Walmart 51% Target 50% Best Buy 35% Costco 25% eBay 22% Nordstrom 14% B&H 11% Etsy 11% Wayfair 9% Newegg 8% Temu 8% Amazon 68% Walmart 51% Target 50% Best Buy 35% Costco 25% eBay 22% Nordstrom 14% B&H 11% Etsy 11% Wayfair 9% Newegg 8% Temu 8%
MEASUREDMONTHLYKNOWNFUL
Knownful Research

The AI Search Visibility Index for Online Retail · July 2026

A monthly measure of which ecommerce brands large language models actually surface, and which sources they cite to do it. Scored as share of voice across AI answers.

ChatGPT · 417 AI responses analysed

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BRAND VISIBILITY · SHARE OF VOICEECOMMERCE · CHATGPT · JULY 2026
01
Amazon
284 of 417 responses
68%

02
Walmart
213 of 417 responses
51%

03
Target
208 of 417 responses
50%

04
Best Buy
146 of 417 responses
35%

05
Costco
104 of 417 responses
25%

06
eBay
90 of 417 responses
22%

07
Nordstrom
59 of 417 responses
14%

08
B&H
46 of 417 responses
11%

09
Etsy
46 of 417 responses
11%

10
Wayfair
39 of 417 responses
9%

11
Newegg
35 of 417 responses
8%

12
Temu
33 of 417 responses
8%

13
Shein
31 of 417 responses
7%

▲ 2

14
Zappos
29 of 417 responses
7%

▼ 1

15
AliExpress
27 of 417 responses
6%

▼ 1

16
Chewy
17 of 417 responses
4%

17
Ulta
16 of 417 responses
4%

18
Sephora
14 of 417 responses
3%

19
Macy's
1 of 417 responses
0%

MOST-CITED SOURCES% OF ANSWERS
Trustpilot<1%
Reddit<1%
CNET<1%
New York Times<1%
PCMag<1%
Wirecutter<1%
YouTube<1%

Few independent sources are named in this sector.

© 2026 Knownful · AI Search Visibility IndexMethod: brand mentions across AI answers, scored as appearance rate · gpt-5.4-mini · knownful.com
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