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AI VISIBILITY INDEX

Major Kitchen Appliances AI Visibility Index 2026

GE Leads Major Appliance AI Mentions

AI answers analyzed
552
GE appearance rate, the category leader
61.6%
Brands named across the study
25
Answers carrying retrieval evidence
99.8%

Part of the Kitchen Appliances AI Visibility Index 2026. Companion report: Small Countertop Appliances AI Visibility Index 2026.

Large appliance AI visibility is led by GE, which appeared in 61.6% of 552 returned answers, with a 95% interval of 57.5% to 65.6%. Whirlpool Corporation, LG, Bosch, and Samsung follow within overlapping intervals, so this sample does not establish that GE is more visible than those brands. The measurement covers refrigerators, dishwashers, ranges, and built-in microwaves. It is part of the Kitchen Appliances AI Visibility Index 2026 and does not cover Countertop / Small Kitchen Appliances.

For brands, the practical issue is not a single rank. Perplexity, ChatGPT, Gemini, and Claude named the same brands at different rates. Citation evidence also leaned heavily on third-party publishers, while LG had the highest owned-domain citation rate among the leading appliance brands.

The opening pattern is broad recognition for the leading brands, but the sample margin means the top tier should be read as a competitive group rather than a settled order.

Which brands lead the major appliance leaderboard?

GE ranks first at 61.6% appearance, followed by Whirlpool Corporation at 58.3%, LG at 57.1%, Bosch at 55.8%, and Samsung at 51.4%. These appearance rates use 552 returned answers as the denominator. Frigidaire and KitchenAid form the next tier at 42.9% and 42.4%.

The leaderboard measures whether a brand was named, not whether an answer endorsed it. Yale Appliance appears at rank 12 with 17.2% appearance, yet its owned domain has the highest citation rate in the measured field.

Major appliance appearance leaderboard

Appearance rate is the share of the 552 returned AI answers in which each brand was named.

AI visibility leaderboard

Appearance rate — top 15

1
GE
61.6%
2
Whirlpool Corporation
58.3%
3
LG
57.1%
4
Bosch
55.8%
5
Samsung
51.4%
6
Frigidaire
42.9%
7
KitchenAid
42.4%
8
Miele
38.4%
9
Sub-Zero Group, Inc.
22.8%
10
Maytag
22.6%
11
Thermador
19.6%
12
Yale Appliance
17.2%
13
Fisher & Paykel
13.8%
14
Café
9.2%
15
Viking
9.1%
#BrandNamed inAppearance rate95% intervalAvg position
1GE340/55261.6%57.5%–65.6%4.9
2Whirlpool Corporation322/55258.3%54.2%–62.4%5.1
3LG315/55257.1%52.9%–61.1%5.2
4Bosch308/55255.8%51.6%–59.9%3.8
5Samsung284/55251.4%47.3%–55.6%7.2
6Frigidaire237/55242.9%38.9%–47.1%7.1
7KitchenAid234/55242.4%38.3%–46.6%5.8
8Miele212/55238.4%34.4%–42.5%3.9
9Sub-Zero Group, Inc.126/55222.8%19.5%–26.5%4.2
10Maytag125/55222.6%19.3%–26.3%6.4
11Thermador108/55219.6%16.5%–23.1%6.1
12Yale Appliance95/55217.2%14.3%–20.6%5.9
13Fisher & Paykel76/55213.8%11.1%–16.9%7.9
14Café51/5529.2%7.1%–11.9%6.5
15Viking50/5529.1%6.9%–11.7%8.6

GE's 95% interval overlaps Whirlpool Corporation, LG, Bosch, and Samsung. Whirlpool Corporation's interval also overlaps LG, Bosch, and Samsung. The differences within this leading group are within the margin of this sample.

The leading brands appear across all four engines, but their strongest engine differs. The profiles below use appearance rates based on returned answers and owned-domain citation rates based on 551 answers with retrieval evidence.

How do the leading brands appear across AI answers?

61.6%

GE

61.6% appearance rate, with a 95% interval of 57.5% to 65.6%, places GE first. Perplexity named GE in 82.6% of its 138 answers and ChatGPT in 81.9%, compared with 47.1% for Gemini and 34.8% for Claude. GE's average first mention position was 4.9. Its owned-domain citation rate was 0% among answers with retrieval evidence.

58.3%

Whirlpool Corporation

58.3% appearance rate, with a 95% interval of 54.2% to 62.4%, places Whirlpool Corporation second. Perplexity named Whirlpool Corporation in 81.9% of its 138 answers, ChatGPT in 77.5%, Gemini in 49.3%, and Claude in 24.6%. Its average first mention position was 5.1. Whirlpool Corporation's owned-domain citation rate was 3.3% among answers with retrieval evidence.

57.1%

LG

57.1% appearance rate, with a 95% interval of 52.9% to 61.1%, places LG third. Perplexity and ChatGPT each named LG in 76.1% of their 138 answers, while Gemini named it in 50% and Claude in 26.1%. LG's average first mention position was 5.2. Its owned-domain citation rate was 12.7% among answers with retrieval evidence.

55.8%

Bosch

55.8% appearance rate, with a 95% interval of 51.6% to 59.9%, places Bosch fourth. Perplexity named Bosch in 77.5% of its 138 answers and ChatGPT in 73.2%, compared with 37% for Gemini and 35.5% for Claude. Bosch had an average first mention position of 3.8, the earliest among the leading brands profiled here. Its owned-domain citation rate was 0% among answers with retrieval evidence.

51.4%

Samsung

51.4% appearance rate, with a 95% interval of 47.3% to 55.6%, places Samsung fifth. ChatGPT named Samsung in 81.2% of its 138 answers, higher than Perplexity at 69.6%, Gemini at 42%, and Claude at 13%. Samsung's average first mention position was 7.2. Its owned-domain citation rate was 3.6% among answers with retrieval evidence.

42.9%

Frigidaire

42.9% appearance rate, with a 95% interval of 38.9% to 47.1%, places Frigidaire sixth. ChatGPT named Frigidaire in 65.9% of its 138 answers and Perplexity in 64.5%, while Gemini named it in 27.5% and Claude in 13.8%. Its average first mention position was 7.1. Frigidaire's owned-domain citation rate was 0.2% among answers with retrieval evidence.

42.4%

KitchenAid

42.4% appearance rate, with a 95% interval of 38.3% to 46.6%, places KitchenAid seventh. Perplexity named KitchenAid in 65.2% of its 138 answers and ChatGPT in 61.6%, while Gemini named it in 27.5% and Claude in 15.2%. KitchenAid's average first mention position was 5.8. Its owned-domain citation rate was 2.7% among answers with retrieval evidence.

38.4%

Miele

38.4% appearance rate, with a 95% interval of 34.4% to 42.5%, places Miele eighth. ChatGPT named Miele in 60.1% of its 138 answers, versus 39.1% for Perplexity, 35.5% for Gemini, and 18.8% for Claude. Miele's average first mention position was 3.9. Its owned-domain citation rate was 0.2% among answers with retrieval evidence.

Where do the AI engines disagree?

The AI engines disagree materially on brand naming rates. Each engine returned 138 answers. Perplexity, ChatGPT, and Claude had retrieval evidence for all 138 answers, while Gemini had retrieval evidence for 137 of 138 answers. Differences can reflect each system's model and retrieval tool, rather than a universal measure of brand visibility.

Engine-by-brand appearance pattern

Each cell uses that engine's own answer count as its denominator, so engines can be compared row by row.

Appearance rate by engine

Perplexity (sonar-pro) rate

01
GE
82.6%
02
Whirlpool Corporation
81.9%
03
LG
76.1%
04
Bosch
77.5%
05
Samsung
69.6%
06
Frigidaire
64.5%
07
KitchenAid
65.2%
08
Miele
39.1%
09
Sub-Zero Group, Inc.
30.4%
10
Maytag
42.8%
11
Thermador
34.1%
12
Yale Appliance
2.2%
BrandPerplexity (sonar-pro) rateChatGPT (OpenAI) rateGemini (Google) rateClaude (Anthropic) rate
GE82.6%81.9%47.1%34.8%
Whirlpool Corporation81.9%77.5%49.3%24.6%
LG76.1%76.1%50%26.1%
Bosch77.5%73.2%37%35.5%
Samsung69.6%81.2%42%13%
Frigidaire64.5%65.9%27.5%13.8%
KitchenAid65.2%61.6%27.5%15.2%
Miele39.1%60.1%35.5%18.8%
Sub-Zero Group, Inc.30.4%26.1%25.4%9.4%
Maytag42.8%34.1%7.2%6.5%
Thermador34.1%23.9%10.1%10.1%
Yale Appliance2.2%5.8%58%2.9%

Yale Appliance is the sharpest single-engine pattern. Gemini named Yale Appliance in 58% of its 138 answers, while Perplexity named it in 2.2%, ChatGPT in 5.8%, and Claude in 2.9%. J.D. Power appeared in 20.3% of Gemini answers and 9.4% of ChatGPT answers, but not in Perplexity or Claude answers. Samsung's strongest engine was ChatGPT at 81.2%, while Claude named it in 13%.

Other gaps point in different directions. Fisher & Paykel reached 26.1% in Perplexity but 11.6% in ChatGPT, 12.3% in Gemini, and 5.1% in Claude. Midea Group reached 13% in Perplexity but 2.2% in ChatGPT and Gemini, and 0.7% in Claude. Café reached 17.4% in Perplexity, 13.8% in Gemini, 3.6% in Claude, and 2.2% in ChatGPT. Haier Group and Hisense Group were absent from Claude's 138 answers.

Claude named the leading generalist brands less often than Perplexity and ChatGPT. GE appeared in 34.8% of Claude answers, Whirlpool Corporation in 24.6%, LG in 26.1%, and Bosch in 35.5%. These are engine-level results for the measured questions, not a claim about all appliance searches.

Which brands lead each type of appliance question?

Demand clusters show where brand naming is strongest within the measured question groups. The cluster results separate general buyer-intent questions from more specific appliance needs, so the groups should not be read as interchangeable measures of demand.

Brand leaders by demand cluster

The same answers regrouped by the demand cluster each prompt was sampled for; cluster rates use that cluster's own answer count.

Leaders by demand cluster

Leader rate

01
Electrolux vs Whirlpool ranges, which cooks more evenly?
83.3%
02
Bosch vs GE dishwashers, which is quieter?
83.3%
03
KitchenAid vs Whirlpool refrigerators, which is better?
83.3%
04
Sub-Zero vs Viking, which is the better investment?
83.3%
05
Café vs KitchenAid appliances, what's the difference?
75%
06
Frigidaire vs Maytag, which lasts longer?
91.7%
07
Samsung vs LG refrigerators, which has fewer repairs?
91.7%
08
Miele vs Bosch dishwashers, which is more reliable?
83.3%
09
Which range brand has the best repair record?
100%
10
Which refrigerator brand has had the most recalls?
58.3%
11
Are Samsung refrigerators reliable?
75%
12
Which appliance brand has the best warranty support?
75%
13
Which dishwasher brand do appliance repair technicians recommend?
83.3%
14
Which refrigerator brand breaks down most often?
66.7%
15
Which dishwasher brand breaks down the least?
100%
Demand clusterAnswersLeading brandLeader rateRunners-up
— Major Appliances - Comparison intent —
Electrolux vs Whirlpool ranges, which cooks more evenly?12Whirlpool Corporation83.3%Electrolux Group 83.3%, Bosch 75%, GE 58.3%
Bosch vs GE dishwashers, which is quieter?12Bosch83.3%GE 75%, Whirlpool Corporation 66.7%, Miele 66.7%
KitchenAid vs Whirlpool refrigerators, which is better?12Whirlpool Corporation83.3%KitchenAid 83.3%, GE 66.7%, LG 66.7%
Sub-Zero vs Viking, which is the better investment?12Sub-Zero Group, Inc.83.3%Viking 75%, Miele 66.7%, Thermador 58.3%
Café vs KitchenAid appliances, what's the difference?12GE75%KitchenAid 75%, Café 75%, Whirlpool Corporation 66.7%
Frigidaire vs Maytag, which lasts longer?12Maytag91.7%Frigidaire 75%, GE 66.7%, Whirlpool Corporation 66.7%
Samsung vs LG refrigerators, which has fewer repairs?12Samsung91.7%LG 83.3%, GE 75%, Whirlpool Corporation 58.3%
Miele vs Bosch dishwashers, which is more reliable?12Miele83.3%Bosch 75%, Whirlpool Corporation 66.7%, KitchenAid 58.3%
— Major Appliances - Trust/reliability intent —
Which range brand has the best repair record?12GE100%LG 91.7%, Whirlpool Corporation 75%, Bosch 75%
Which refrigerator brand has had the most recalls?12Frigidaire58.3%Maytag 58.3%, GE 50%, Haier Group 50%
Are Samsung refrigerators reliable?12Samsung75%Whirlpool Corporation 58.3%, LG 58.3%, GE 50%
Which appliance brand has the best warranty support?12GE75%Bosch 58.3%, Miele 58.3%, Sub-Zero Group, Inc. 58.3%
Which dishwasher brand do appliance repair technicians recommend?12GE83.3%Whirlpool Corporation 83.3%, Bosch 83.3%, KitchenAid 83.3%
Which refrigerator brand breaks down most often?12Bosch66.7%Samsung 66.7%, Sub-Zero Group, Inc. 66.7%, GE 58.3%
Which dishwasher brand breaks down the least?12Bosch100%Miele 100%, KitchenAid 75%, GE 66.7%
Most reliable refrigerator brand 202612GE83.3%Whirlpool Corporation 83.3%, Bosch 75%, Sub-Zero Group, Inc. 75%
— Major Appliances - Cost intent —
Best budget refrigerator brand12Whirlpool Corporation83.3%Frigidaire 83.3%, GE 75%, LG 58.3%
Cheapest reliable dishwasher brand12Bosch83.3%Whirlpool Corporation 66.7%, GE 58.3%, LG 58.3%
Is a Sub-Zero refrigerator worth the price?12Miele75%Sub-Zero Group, Inc. 75%, LG 66.7%, GE 58.3%
Is KitchenAid worth the extra cost over Whirlpool?12Whirlpool Corporation83.3%KitchenAid 66.7%, GE 58.3%, LG 58.3%
Most affordable range brand that still lasts12GE75%Whirlpool Corporation 75%, LG 75%, Frigidaire 75%
Best value kitchen appliance package12GE75%Whirlpool Corporation 66.7%, Bosch 66.7%, LG 58.3%
Is Viking worth it for a home kitchen?12Viking75%Thermador 58.3%, Bosch 50%, KitchenAid 41.7%
Cheapest brand for a full kitchen remodel12Whirlpool Corporation25%Samsung 25%, Frigidaire 25%, KitchenAid 25%
— Major Appliances - Feature-fit intent —
Best counter-depth refrigerator brand12LG91.7%GE 83.3%, Bosch 83.3%, Samsung 75%
Best smart refrigerator with Wi-Fi features12GE75%LG 75%, Samsung 75%, Whirlpool Corporation 66.7%
Best induction range brand12GE91.7%LG 91.7%, Samsung 83.3%, Bosch 75%
Best quiet dishwasher brand12Miele75%Bosch 66.7%, Samsung 66.7%, KitchenAid 66.7%
Best appliance brand for matching stainless steel finishes12LG83.3%Samsung 83.3%, KitchenAid 83.3%, Whirlpool Corporation 75%
Best refrigerator brand for small kitchens12Bosch83.3%GE 75%, Whirlpool Corporation 75%, LG 75%
Best appliance brand for a small apartment kitchen12Bosch75%Frigidaire 66.7%, Whirlpool Corporation 58.3%, Miele 50%
Best energy-efficient refrigerator brand12Fisher & Paykel75%Samsung 58.3%, GE 50%, LG 50%
— Major Appliances - Purchase intent —
What's the best refrigerator brand to buy in 2026?12LG58.3%GE 50%, Whirlpool Corporation 50%, Bosch 50%
Which dishwasher brand should I buy for a family of four?12Bosch100%Miele 83.3%, KitchenAid 75%, GE 58.3%
What's the best range/oven brand for a first home?12GE100%Whirlpool Corporation 100%, LG 83.3%, Bosch 75%
What's the best affordable refrigerator brand?12Whirlpool Corporation91.7%GE 83.3%, LG 83.3%, Samsung 66.7%
Which brand makes the best built-in microwave?12GE91.7%KitchenAid 83.3%, LG 58.3%, Bosch 58.3%
Which brand makes the best range hood?12GE25%Bosch 25%, Frigidaire 25%, KitchenAid 16.7%
What's the best high-end kitchen appliance brand?12Sub-Zero Group, Inc.100%Miele 91.7%, Gaggenau 91.7%, Thermador 75%
Which brand should I buy for a full kitchen appliance package?12LG83.3%GE 75%, Whirlpool Corporation 75%, Bosch 75%
— Major Appliances - Value/newcomer-brand intent —
Galanz vs GE, which is the better budget microwave or refrigerator brand?12GE83.3%Whirlpool Corporation 75%, Frigidaire 75%, Galanz 75%
Is Galanz a reliable kitchen appliance brand?12Galanz75%GE 50%, Whirlpool Corporation 50%, LG 41.7%
— Other demand —
Price and value12GE75%Whirlpool Corporation 75%, LG 58.3%, Samsung 58.3%
Primary use case12GE66.7%Whirlpool Corporation 66.7%, LG 66.7%, Bosch 66.7%
Everyday and mainstream choice12Bosch75%GE 66.7%, LG 66.7%, Whirlpool Corporation 58.3%
General best-in-category12LG83.3%Whirlpool Corporation 66.7%, KitchenAid 66.7%, Bosch 58.3%

For general buyer-intent questions, the cluster view identifies the brands most often brought into broad selection discussions. For appliance-specific needs, the same chart identifies brands that surface when the question narrows. A strong cluster result is a prompt-set result, not evidence that a brand leads every refrigerator, dishwasher, range, or built-in microwave decision.

Which sites supply the citations?

Owned-domain citations were uneven. Yale Appliance had a 54.6% owned-domain citation rate among 551 answers with retrieval evidence. J.D. Power followed at 14%, while LG had 12.7%. Among the leading appliance brands, LG's owned-domain rate was higher than Samsung at 3.6%, Whirlpool Corporation at 3.3%, KitchenAid at 2.7%, Frigidaire at 0.2%, and Miele at 0.2%.

Owned-domain citation rates

Share of the 551 answers with retrieval evidence that cited a URL on the brand's own website.

Owned-domain citation rate

01
GE
0%
02
Whirlpool Corporation
3.3%
03
LG
12.7%
04
Bosch
0%
05
Samsung
3.6%
06
Frigidaire
0.2%
07
KitchenAid
2.7%
08
Miele
0.2%
09
Sub-Zero Group, Inc.
0.7%
10
Maytag
0.4%
11
Thermador
0.4%
12
Yale Appliance
54.6%

Third-party publishers carried much of the cited evidence. ConsumerReports.org appeared in 52.3% of answers with retrieval evidence, followed by blog.yaleappliance.com at 35.8%, Reviewed.com at 31.2%, and YouTube.com and Reddit.com at 23.2% each. The pattern means a brand can be named often without having its own site cited often.

Most-cited publisher domains

Publishers cited as evidence, counted once per answer rather than once per link.

Most-cited publishers

Answer penetration

01
consumerreports.org
52.3%
02
blog.yaleappliance.com
35.8%
03
reviewed.com
31.2%
04
youtube.com
23.2%
05
reddit.com
23.2%
06
qz.com
20.9%
07
slashgear.com
20.7%
08
easybear-appliancerepair.com
19.6%
09
yaleappliance.com
18.9%
10
rtings.com
18.7%
11
prudentreviews.com
15.8%
12
goodhousekeeping.com
15.6%
PublisherAnswers citing itAnswer penetration
consumerreports.org288/55152.3%
blog.yaleappliance.com197/55135.8%
reviewed.com172/55131.2%
youtube.com128/55123.2%
reddit.com128/55123.2%
qz.com115/55120.9%
slashgear.com114/55120.7%
easybear-appliancerepair.com108/55119.6%
yaleappliance.com104/55118.9%
rtings.com103/55118.7%
prudentreviews.com87/55115.8%
goodhousekeeping.com86/55115.6%

ConsumerReports.org had 288 cited mentions, while blog.yaleappliance.com had 197 and Reviewed.com had 172. These rates use 551 answers with retrieval evidence as the denominator.

Which brands are winning and which are at risk?

Winning measured positions

GE is in the leading group with a 61.6% appearance rate and presence across all four engines. Whirlpool Corporation, LG, Bosch, and Samsung are also in that leading group at 58.3%, 57.1%, 55.8%, and 51.4%, respectively, though their confidence intervals overlap with GE's interval. Bosch's 3.8 average first mention position is early within the top group. LG's 12.7% owned-domain citation rate is the strongest among these leading appliance brands.

At-risk measured positions

Yale Appliance has a narrow engine concentration: Gemini named it in 58% of answers, compared with 2.2%, 5.8%, and 2.9% on the other engines. Samsung has a 68.2-point spread between ChatGPT at 81.2% and Claude at 13%. Café appears in 9.2% of returned answers, and Viking in 9.1%. Galanz appears in 4.2%, with a 95% interval of 2.8% to 6.2%.

What does the tally say about major appliances?

The category has a crowded top tier and a steep drop after it. GE, Whirlpool Corporation, LG, Bosch, and Samsung all appear in more than half of returned answers, while Frigidaire and KitchenAid appear in the low forties. GE's 95% interval overlaps those of ranks two through five, so the available sample does not separate the top brand from that group.

The engines converge on the presence of many brands but not on frequency. GE, Whirlpool Corporation, LG, Bosch, Samsung, Frigidaire, KitchenAid, Miele, Sub-Zero Group, Maytag, Thermador, Yale Appliance, Fisher & Paykel, Café, Viking, Electrolux Group, JennAir, Wolf, Gaggenau, Amana, Midea Group, and Galanz each had 100% cross-engine consistency. Haier Group and Hisense Group had 75%, while J.D. Power had 50%.

Citations favor publishers outside brand-owned sites. ConsumerReports.org, blog.yaleappliance.com, Reviewed.com, YouTube.com, and Reddit.com each appeared in at least 23.2% of answers with retrieval evidence. Among brands named in the brief, Galanz was measured at 4.2% appearance. No other named brand from the brief was measured near zero.

What changed during the measurement window?

The measurement records one fielded window, not changes over time. It shows engine-level divergence, including Yale Appliance's 58% Gemini appearance rate and lower rates on the other engines, but it does not measure a before-and-after shift.

What actions address the measured gaps?

  • Brands with high appearance and 0% owned-domain citation rates should audit the pages behind refrigerator, dishwasher, range, and built-in microwave claims. Re-measure their owned-domain citation rate across answers with retrieval evidence.
  • GE and Bosch should test whether their 0% owned-domain citation rates change after their product and comparison pages make sourceable claims easier to locate. Re-measure both citation rate and share of all citations.
  • Samsung should examine the gap between ChatGPT at 81.2% and Claude at 13%. Re-measure by engine after updating the same product-selection evidence across its own pages.
  • Yale Appliance should test whether its 54.6% owned-domain citation rate remains concentrated in Gemini, where it appears in 58% of answers. Re-measure engine-level appearance and citation rates separately.
  • Frigidaire and KitchenAid should test whether their lower Gemini and Claude appearance rates rise from 27.5% and 13.8% for Frigidaire, and 27.5% and 15.2% for KitchenAid. Re-measure the same engine cells after changes.
  • Café, Viking, and Galanz should identify the demand clusters where they are absent or rarely named. Re-measure their cluster appearance after publishing pages that answer those measured selection questions.

What does this mean for brands in the category?

Interpretation: major appliance visibility in these answers depends on both broad brand naming and the source material each engine selects. A high overall appearance rate does not guarantee an owned citation. A high owned-domain citation rate can also be concentrated in one engine, as Yale Appliance's engine pattern shows.

Interpretation: brands need separate scorecards for answer appearance, first mention position, engine spread, cluster performance, and owned-domain citations. Treating any one metric as a complete view would hide the differences present in this measurement.

How was this major appliance visibility measured?

This flagship study measured 46 prompts three times across Perplexity (sonar-pro), ChatGPT (OpenAI), Gemini (Google), and Claude (Anthropic). The study returned 552 answers. Appearance rates use 552 returned answers as the denominator. Citation and source rates use 551 answers with retrieval evidence as the denominator.

Measurement summary

How this study was measured

  • Sampling frame fixed first: 46 prompts allocated across the demand clusters before anything was asked.
  • Same questions put to every engine: Perplexity (sonar-pro), ChatGPT (OpenAI), Gemini (Google), Claude (Anthropic), 3 trial(s) each.
  • 552 answers returned of 552 attempted, 551 with retrieval evidence.
  • Product lines rolled up to parent brands using a registry fixed before scoring.
  • Appearance rate reported with a 95% Wilson interval; citation metrics counted only on answers with evidence.

The measurement captures these prompts on the recorded date, not all consumer selection behavior or all appliance searches. Brand names were rolled up where the measured tally identified variants. The results describe naming and cited sources, not product quality or consumer demand.

Frequently asked questions

Which major appliance brand appeared most often?

GE ranked first with a 61.6% appearance rate across 552 returned answers. Its 95% interval was 57.5% to 65.6%.

Is GE clearly ahead of Whirlpool Corporation, LG, Bosch, and Samsung?

No. GE's 95% interval overlaps the intervals for Whirlpool Corporation, LG, Bosch, and Samsung. The differences within that group are within the margin of this sample.

Which leading brand had the strongest owned-domain citation rate?

LG had a 12.7% owned-domain citation rate among the leading appliance brands. This rate uses 551 answers with retrieval evidence as the denominator.

Which source domain appeared most often in cited answers?

ConsumerReports.org appeared in 288 answers with retrieval evidence. Its answer penetration was 52.3%.

Which engine named Yale Appliance most often?

Gemini named Yale Appliance in 58% of its 138 answers. Perplexity named it in 2.2%, ChatGPT in 5.8%, and Claude in 2.9%.

Does this report cover small kitchen appliances?

No. This report covers Large / Major Kitchen Appliances. Countertop / Small Kitchen Appliances are measured in separate reports.

Charts and data tables

These are not brands in the category, so they are measured the same way but kept out of the brand leaderboard.

Aggregators and comparison sites, tracked separately

Appearance rate — top 9

1
Consumer Reports
6%
2
Reviewed.com
3.8%
3
RTINGS.com
3.4%
4
Wirecutter
0.7%
5
Home Depot
0.2%
6
US News 360 Reviews
0%
7
Good Housekeeping
0%
8
Amazon
0%
9
Wayfair
0%
#EntityAppearance rateAnswers95% interval
1Consumer Reports6%33/5524.3%–8.3%
2Reviewed.com3.8%21/5522.5%–5.7%
3RTINGS.com3.4%19/5522.2%–5.3%
4Wirecutter0.7%4/5520.3%–1.8%
5Home Depot0.2%1/5520%–1%
6US News 360 Reviews0%0/5520%–0.7%
7Good Housekeeping0%0/5520%–0.7%
8Amazon0%0/5520%–0.7%
9Wayfair0%0/5520%–0.7%

Methodology appendix

#PromptClusterShape
1What's the best refrigerator brand to buy in 2026?need_1medium
2Which dishwasher brand should I buy for a family of four?need_2medium
3What's the best range/oven brand for a first home?need_3medium
4Which brand makes the best built-in microwave?need_4medium
5What's the best affordable refrigerator brand?need_5medium
6Which brand makes the best range hood?need_6medium
7What's the best high-end kitchen appliance brand?need_7medium
8Which brand should I buy for a full kitchen appliance package?need_8medium
9KitchenAid vs Whirlpool refrigerators, which is better?need_9medium
10Bosch vs GE dishwashers, which is quieter?need_10medium
11Samsung vs LG refrigerators, which has fewer repairs?need_11medium
12Sub-Zero vs Viking, which is the better investment?need_12medium
13Frigidaire vs Maytag, which lasts longer?need_13medium
14Café vs KitchenAid appliances, what's the difference?need_14medium
15Miele vs Bosch dishwashers, which is more reliable?need_15medium
16Electrolux vs Whirlpool ranges, which cooks more evenly?need_16medium
17Most reliable refrigerator brand 2026need_17medium
18Which dishwasher brand breaks down the least?need_18medium
19Which range brand has the best repair record?need_19medium
20Which refrigerator brand has had the most recalls?need_20medium
21Are Samsung refrigerators reliable?need_21medium
22Which appliance brand has the best warranty support?need_22medium
23Which dishwasher brand do appliance repair technicians recommend?need_23medium
24Which refrigerator brand breaks down most often?need_24medium
25Is a Sub-Zero refrigerator worth the price?need_25medium
26Cheapest reliable dishwasher brandneed_26medium
27Best budget refrigerator brandneed_27medium
28Is KitchenAid worth the extra cost over Whirlpool?need_28medium
29Most affordable range brand that still lastsneed_29medium
30Best value kitchen appliance packageneed_30medium
31Is Viking worth it for a home kitchen?need_31medium
32Cheapest brand for a full kitchen remodelneed_32medium
33Best counter-depth refrigerator brandneed_33medium
34Best smart refrigerator with Wi-Fi featuresneed_34medium
35Best induction range brandneed_35medium
36Best quiet dishwasher brandneed_36medium
37Best refrigerator brand for small kitchensneed_37medium
38Best appliance brand for matching stainless steel finishesneed_38medium
39Best energy-efficient refrigerator brandneed_39medium
40Best appliance brand for a small apartment kitchenneed_40medium
41Galanz vs GE, which is the better budget microwave or refrigerator brand?need_41medium
42Is Galanz a reliable kitchen appliance brand?need_42medium
43best kitchen appliance brandsgeneral_bestshort
44best reliable appliances for everyday family kitchenseverydaymedium
45Which major kitchen appliance brands offer the best value for money without sacrificing reliability?value_pricelong
46Which brands make the best refrigerators, dishwashers, and ranges for a busy household?use_caselong

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