Why is Amazon not dominant in AI shopping answers?

Amazon is the most widely cited retailer by reach, but its AI visibility is almost entirely a Google story. In our July 2026 study, ChatGPT cited amazon.com just 6 times in the whole sample and Perplexity cited it zero times, while Google's AI drove nearly all of its citations. It also tends to appear near the bottom of the answer.

Why are retailers such a small share of citations?

Because AI mostly sends shoppers to brand and manufacturer sites, not to stores. In the founding study, all the major retailer and marketplace domains combined took just 2.9% of shopping citations, while Reddit and YouTube together out-cited every big-box retailer combined.

Which AI engine points shoppers at retailers most?

ChatGPT. It was roughly three times more retailer-friendly than Google AI Overviews in the study (6.05% of its shopping citations went to major retailers, versus 1.92%). Gemini was the least, under 1%. The per-model pages above show each engine's retailer mix.

How are retailers ranked?

Retailers are ranked by breadth, meaning how many distinct shopping topics cite them, because raw volume can be skewed by concentration in a single topic. Domains that appear in only a narrow slice of those question sets are dropped for the same reason.

How often is this ranking updated?

The ranking is rebuilt daily over a 28-day rolling window. The snapshot date in the hero shows the last refresh.

ChatGPT · Top US Retailers cited by AI

US retailers cited most by ChatGPT

The US retailers ChatGPT cites most in shopping answers. 28-day rolling window.

Updated Aug 9, 2026

US retailer citation share: last 90 days

Stacked 100%

Share of US shopping answers that cite each retailer. 28-day rolling window.

Top US retailers cited by AI

Share is the percentage of US shopping answers in the 28-day window that cited at least one link on each retailer.

Rank	Retailer	Value
1	walmart.com	7.71%
2	target.com	2.84%
3	rei.com	2.27%
4	dickssportinggoods.com	1.98%
5	homedepot.com	1.77%
6	alibaba.com	1.65%
7	nordstrom.com	1.59%
8	bestbuy.com	1.13%
9	lowes.com	1.08%
10	macys.com	0.95%

Want this data for your own brand? See the ChatGPT visibility tracker

What this report covers

In our July 2026 study of 391,000 citations to non-branded US shopping questions, AI did not send shoppers to Amazon and Walmart nearly as often as you would expect. Retailers as a category took just 2.9% of citations, and Reddit and YouTube out-cited every big-box store combined. This page keeps the retailer ranking live on the LLM Pulse dataset.

Which retailer you see depends heavily on which AI you ask. ChatGPT surfaces named retailers most, Gemini least, and Amazon's visibility comes almost entirely through Google's AI. The ranking below is rebuilt daily over a 28-day window.

How we measure this

LLM Pulse tracks every citation in every answer across ChatGPT, Perplexity, Gemini, Google AI Mode and Google AI Overviews.
This report keeps citations shown to US users on non-branded shopping questions tracked for e-commerce brands, filters to a curated list of retailer and marketplace domains, and ranks each by the share of shopping answers that cited it.
A retailer counts once per answer, and domains that appear in only a narrow slice of question sets are dropped so no single one dominates. 28-day rolling window, rebuilt daily.

Why this matters

In AI shopping answers, being listed by a retailer is not the main path to visibility. Two thirds of citations go to brand-owned and manufacturer sites, so your own product and content pages are the biggest lever, with community and review media close behind.

Retail visibility in AI is not one number. It splits by engine, so optimizing for ChatGPT is a different job than optimizing for Google AI Overviews. LLM Pulse tracks where the models point shoppers for your category across every engine.

Frequently Asked Questions

: Amazon is the most widely cited retailer by reach, but its AI visibility is almost entirely a Google story. In our July 2026 study, ChatGPT cited amazon.com just 6 times in the whole sample and Perplexity cited it zero times, while Google's AI drove nearly all of its citations. It also tends to appear near the bottom of the answer.
: Because AI mostly sends shoppers to brand and manufacturer sites, not to stores. In the founding study, all the major retailer and marketplace domains combined took just 2.9% of shopping citations, while Reddit and YouTube together out-cited every big-box retailer combined.
: ChatGPT. It was roughly three times more retailer-friendly than Google AI Overviews in the study (6.05% of its shopping citations went to major retailers, versus 1.92%). Gemini was the least, under 1%. The per-model pages above show each engine's retailer mix.
: Retailers are ranked by breadth, meaning how many distinct shopping topics cite them, because raw volume can be skewed by concentration in a single topic. Domains that appear in only a narrow slice of those question sets are dropped for the same reason.
: The ranking is rebuilt daily over a 28-day rolling window. The snapshot date in the hero shows the last refresh.

The industry's leading AI citation dataset, pointed at your brand

This page is the public tip of the LLM Pulse iceberg. Internally we track millions of AI answers every week across every major AI search engine, rolled up to the citation, the brand mention and the sentiment level. Point it at your own domain in under a minute.

391,000 US shopping citations analyzed in the founding study
Five AI search engines tracked: ChatGPT, Perplexity, Gemini, AI Mode, AI Overviews
Ranked by breadth across shopping topics, robust to concentration in any one of them

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