UGC source · tracked monthly

consumerreports.org

Citation profile

Where this domain grounds AI answers in Auto Manufacturers & Parts, how much of each tracked industry it carries, and which brands depend on it.

October 2026 edition

consumerreports.org ranks #30 of 1k cited domains in Auto Manufacturers & Parts, grounding 3.2% of citations in this all 4 models cut, up 3.7 percentage points from Sep. Across the index, its strongest measured position is Auto Manufacturers & Parts at 3.2%, and it appears in 15 of 31 published industries. Sampled answers that cite it name 139 tracked brands.

Source profile · October 2026 · Goodie AI Visibility Index

Source snapshot

Auto Manufacturers & Parts · all 4 models
Citation share
3.2%
▲ 3.7 Oct vs Sep
Industry rank
#30
of 1k cited domains
Industries cited in
15/31
15 live · 0 preview
Source type
UGC
Inferred from the domain
Brands named alongside
139
In 1,051 sampled answers that cite it

Citation footprint by industry

All-model · All markets
Every industry where consumerreports.org is cited, by citation share
Industry Edition Citation share Industry rank Month-over-month Δ
Auto Manufacturers & Parts Current live
3.2%
#30 ▲ 3.7
Personal Care & Household live
2.9%
#64 ▲ 0.9
Consumer Electronics – General live
2.1%
#80 ▲ 0.4
Specialty Retail live
1.8%
#190 ▼ 0.7
Retail Banking live
1.5%
#389 —
Skincare & Cosmetics live
1.5%
#405 —
E-commerce Platforms live
1.5%
#439 —
Streaming Services live
1.5%
#324 —
Insurance live
1.5%
#476 ▼ 0.9
Renewable Energy live
1.3%
#625 —
15 of 31 published industries cite this domain above their display threshold · 10 shown Share and movement are measured independently in each industry

Brands named alongside consumerreports.org

In sampled answers that cite this source
Tracked brands named in sampled answers that cite consumerreports.org, by number of answers
BrandIndustryShared answersVisibility scoreIndustry rank
Genesis Auto Manufacturers & Parts 263
41.9
#8
Acura Auto Manufacturers & Parts 260
36.9
#9
Lexus Auto Manufacturers & Parts 206
69.1
#2
Mazda Auto Manufacturers & Parts 193
50.3
#6
BMW Auto Manufacturers & Parts 185
21.3
#18
Subaru Auto Manufacturers & Parts 163
35.1
#12
Volvo Auto Manufacturers & Parts 155
35.3
#11
Hyundai Auto Manufacturers & Parts 141
20.1
#19
Toyota Auto Manufacturers & Parts 129
57.6
#5
Honda Auto Manufacturers & Parts 108
29.3
#13
139 tracked brands named in 1,051 sampled answers · top 10 shown Counted from stored answers that name the brand and cite the source
Our Methodology

Our Approach to Gathering AI Visibility Data

We process millions of real prompts across AI Mode, ChatGPT, Copilot and Perplexity, then track which brands, products, and domains show up in the answers. That's the raw data behind every score in the Index.

Real Intent Capture

Each tracked industry has a fixed set of prompts modelled on how people actually ask about it, so one month can be compared directly with the next.

Global Model Interrogation

We run each industry's prompts across the tracked models in each market we cover, so each market is scored on its own answers rather than on a global average applied everywhere.

Attribution Mapping

We analyze the generated answers to capture the "Kingmaker" domains: the specific sources models cite most often in the answers that name a brand, so you can see which sources the models lean on where you appear and where you do not.

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FAQ · Auto Manufacturers & Parts

Questions?
We Have
the Answers.

A citation profile shows how often a domain is cited as a source in sampled AI answers, and which brands those citations support.

consumerreports.org currently grounds 3.2% of cited answers in Auto Manufacturers & Parts.

Monthly. Each edition re-samples the tracked prompt set so month-over-month figures are directly comparable.