Refrigerators|AI Recommendation and Retailer Rankings

Track generative AI answers about refrigerators and compare recommended products, retailer coverage, ranking position and product links.

VIEWING PERSONAPersona

Family of four replacing appliances

夫婦と子ども2人の4人家族が主要家電を買い替える際の推薦・販売元露出を観測する。キーワードプランナーrawdata（2026-08-16取得・15,239語）へ全文突合した現行設計。旧v1は2026-08-16観測分を最後に退役・削除済み。

Selected

Reporting periodLast 7 days

JST · completed published observations only

Daily Trend for Leading Retailers

Coverage = queries where the retailer appeared ÷ observed queries.For example, 24 of 25 equals 96%. First-position rate shows ranking strength, while Top 3 rate shows the depth of high visibility.

Amazon40%楽天市場0%ヤマダウェブコム0%ノジマオンライン0%エディオン0%

2026-08-19–2026-08-25 · Last 7 days · Latest observation for each day

Ranking for Selected Period

Compared by first-position rate

Amazon 20% — 2

楽天市場 8.6% — 3

ヤマダウェブコム 8.6% — 4

ノジマオンライン 5.7% — 5

Yahoo!ショッピング 5.7% —

First-position rate: the share of queries where the retailer was recommended first.

Retailer Visibility Ranking

Aggregates query-by-day observations in the selected period and ranks retailers by breadth and position. Select a retailer to open its report.

Selected persona · all queries

Rank	Retailers	Type	Queries	Coverage	First-position rate	Second-position rate	Third-position rate	Top 3 rate	Product links	Appearances
1	Amazon	Marketplaces	18 / 35	51.4%	20%7 times	2.9%1 times	14.3%5 times	37.1%13 times	32	32
2	楽天市場	Marketplaces	18 / 35	51.4%	8.6%3 times	11.4%4 times	2.9%1 times	22.9%8 times	29	29
3	ヤマダウェブコム	Electronics Retailers	15 / 35	42.9%	8.6%3 times	5.7%2 times	8.6%3 times	22.9%8 times	22	22
4	ノジマオンライン	Electronics Retailers	14 / 35	40%	5.7%2 times	5.7%2 times	2.9%1 times	14.3%5 times	20	20
5	エディオン	Electronics Retailers	14 / 35	40%	2.9%1 times	2.9%1 times	2.9%1 times	8.6%3 times	16	16
6	Joshin webショップ	Electronics Retailers	13 / 35	37.1%	2.9%1 times	5.7%2 times	8.6%3 times	17.1%6 times	19	19
7	コジマネット	Electronics Retailers	13 / 35	37.1%	2.9%1 times	2.9%1 times	2.9%1 times	8.6%3 times	17	17
8	ケーズデンキ	Electronics Retailers	12 / 35	34.3%	2.9%1 times	5.7%2 times	0%0 times	8.6%3 times	19	19
9	日立の家電品オンラインストア	Brand Stores	12 / 35	34.3%	2.9%1 times	0%0 times	2.9%1 times	5.7%2 times	12	12
10	Xprice	Other	12 / 35	34.3%	0%0 times	8.6%3 times	5.7%2 times	14.3%5 times	15	15
11	Yahoo!ショッピング	Marketplaces	11 / 35	31.4%	5.7%2 times	0%0 times	0%0 times	5.7%2 times	16	16
12	Panasonic Store Plus	Brand Stores	10 / 35	28.6%	0%0 times	2.9%1 times	0%0 times	2.9%1 times	12	12
13	ソフマップ	Electronics Retailers	7 / 35	20%	2.9%1 times	0%0 times	0%0 times	2.9%1 times	8	8
14	ビックカメラ	Electronics Retailers	5 / 35	14.3%	0%0 times	2.9%1 times	0%0 times	2.9%1 times	6	6
15	コストコオンライン	Other	5 / 35	14.3%	0%0 times	0%0 times	2.9%1 times	2.9%1 times	5	5
16	ミスターマックス	Other	5 / 35	14.3%	0%0 times	0%0 times	0%0 times	0%0 times	6	6
17	PCボンバー	Other	4 / 35	11.4%	0%0 times	5.7%2 times	2.9%1 times	8.6%3 times	4	4
18	株式会社オノデン	Other	4 / 35	11.4%	0%0 times	2.9%1 times	2.9%1 times	5.7%2 times	5	5
19	ECカレント	Other	4 / 35	11.4%	0%0 times	0%0 times	0%0 times	0%0 times	4	4
20	RoomClipショッピング	Other	3 / 35	8.6%	0%0 times	0%0 times	2.9%1 times	2.9%1 times	3	3
21	コメリドットコム	Other	2 / 35	5.7%	0%0 times	0%0 times	2.9%1 times	2.9%1 times	2	2
22	Leather and the Likes	Other	2 / 35	5.7%	0%0 times	0%0 times	0%0 times	0%0 times	2	2
23	トレファクオンライン	Other	2 / 35	5.7%	0%0 times	0%0 times	0%0 times	0%0 times	2	2
24	denkichi.com	Other	1 / 35	2.9%	0%0 times	0%0 times	0%0 times	0%0 times	1	1
25	telshop.co.jp	Other	1 / 35	2.9%	0%0 times	0%0 times	0%0 times	0%0 times	1	1
26	LightCo	Other	1 / 35	2.9%	0%0 times	0%0 times	0%0 times	0%0 times	1	1
27	カメラのキタムラネットショップ	Other	1 / 35	2.9%	0%0 times	0%0 times	0%0 times	0%0 times	1	1
28	ベイシア電器	Other	1 / 35	2.9%	0%0 times	0%0 times	0%0 times	0%0 times	1	1
29	panasonic +1	Other	1 / 35	2.9%	0%0 times	0%0 times	0%0 times	0%0 times	1	1
30	Qoo10	Marketplaces	1 / 35	2.9%	0%0 times	0%0 times	0%0 times	0%0 times	1	1
31	kakaku	Other	1 / 35	2.9%	0%0 times	0%0 times	0%0 times	0%0 times	1	1

Product Visibility Ranking

Shows which products AI recommended for the selected persona. Rates use the number of observed queries in the product's category as the denominator.

96 products

Rank	Product	Categories	Format	Queries	Coverage	First recommendation rate	Top 3 rate	Average recommendation rank	Retailers
1	東芝500L級 / 日立 R-VWC50X	Refrigerators	CardText	9 / 35	25.7%	2.9%1 times	25.7%9 times	1.9	4
2	肉・魚の鮮度を重視：日立日立グローバルライフソリューションズの冷蔵庫は、鮮度保持機能やチルド系の使いやすさを重視する人に向いています。マイベストおすすめ候補： - 日立 R-VWC50X-N 500Lクラス普段の食材管理を重視する家庭向き	Refrigerators	CardText	6 / 35	17.1%	0%0 times	17.1%6 times	2.3	3
3	三菱 WZシリーズ（約547L）三菱電機 MR-WZ55M	Refrigerators	CardText	4 / 35	11.4%	2.9%1 times	8.6%3 times	3.5	5
4	東芝 VEGETA	Refrigerators	Text only	4 / 35	11.4%	0%0 times	5.7%2 times	3.5	0
5	Panasonic 500L前後モデル（NR-F50系など）	Refrigerators	Text only	3 / 35	8.6%	8.6%3 times	8.6%3 times	1.0	0
6	パナソニック 501L 6ドア冷蔵庫	Refrigerators	Card	3 / 35	8.6%	8.6%3 times	8.6%3 times	1.0	4
7	東芝 VEGETA GR-Y500GTM	Refrigerators	Card	3 / 35	8.6%	5.7%2 times	5.7%2 times	2.3	4
8	総合おすすめ：三菱 MR-MZ54N	Refrigerators	CardText	3 / 35	8.6%	2.9%1 times	8.6%3 times	1.7	5
9	東芝 VEGETA 550〜600Lクラス東芝 VEGETA GR-Y550FH	Refrigerators	CardText	3 / 35	8.6%	2.9%1 times	5.7%2 times	2.7	3
10	Mitsubishi Electric MR-WZ55系（547L）	Refrigerators	Text only	3 / 35	8.6%	0%0 times	5.7%2 times	3.0	0
11	シャープ SJ-MF51R（大容量フレンチドア）	Refrigerators	CardText	3 / 35	8.6%	0%0 times	5.7%2 times	3.3	5
12	シャープ SJ-X504R	Refrigerators	Card	3 / 35	8.6%	0%0 times	2.9%1 times	4.0	7
13	Panasonic NR-F55HY3	Refrigerators	Card	2 / 35	5.7%	5.7%2 times	5.7%2 times	1.0	6
14	パナソニック NR-F50EX1（501L）	Refrigerators	Text only	2 / 35	5.7%	5.7%2 times	5.7%2 times	1.0	0
15	東芝 GR-A590WFS（586L）	Refrigerators	Card	2 / 35	5.7%	5.7%2 times	5.7%2 times	1.0	3
16	パナソニック NR-F45HY2 450L	Refrigerators	Card	2 / 35	5.7%	2.9%1 times	5.7%2 times	1.5	3
17	パナソニック NR-F507HPX（500Lクラス）	Refrigerators	CardText	2 / 35	5.7%	2.9%1 times	5.7%2 times	1.5	2
18	パナソニック NR-F52BR3（500L台フレンチドア）	Refrigerators	Card	2 / 35	5.7%	2.9%1 times	5.7%2 times	1.5	5
19	パナソニック 500L台モデル（おすすめ度：★★★★☆）パナソニック例：パナソニック 501L 6ドア冷蔵庫例：パナソニック NR-F507HPX-W	Refrigerators	CardText	2 / 35	5.7%	2.9%1 times	5.7%2 times	2.0	2
20	パナソニック NR-F54EY3 542L	Refrigerators	Card	2 / 35	5.7%	2.9%1 times	5.7%2 times	2.0	5
21	冷凍食品をたくさん買う家庭向け：日立「R-HXC54X」系日立グローバルライフソリューションズの540Lクラスは、4人家族でも余裕があり、冷凍ストック派に向いています。冷凍室容量が大きめで、まとめ買いや作り置きとの相性が良いモデルです。楽天市場+1	Refrigerators	Card	2 / 35	5.7%	2.9%1 times	5.7%2 times	2.0	2
22	日立 R-HXCC54X（冷凍ストック重視）日立 R-HXCC54X	Refrigerators	CardText	2 / 35	5.7%	2.9%1 times	2.9%1 times	2.5	3
23	三菱電機 MR-WZ50M（冷凍食品＋料理派向け）三菱電機 MR-WZ50M	Refrigerators	CardText	2 / 35	5.7%	0%0 times	5.7%2 times	2.5	3
24	日立 R-HZC54Y	Refrigerators	Card	2 / 35	5.7%	0%0 times	5.7%2 times	2.5	7
25	パナソニック	Refrigerators	Text only	2 / 35	5.7%	0%0 times	2.9%1 times	3.0	0
26	三菱電機 MR-JX47LTJ-W 470L 冷蔵庫	Refrigerators	CardText	2 / 35	5.7%	0%0 times	2.9%1 times	3.0	3
27	日立 R-HW54V（約540L）日立 R-HW54V	Refrigerators	CardText	2 / 35	5.7%	0%0 times	2.9%1 times	3.0	3
28	日立 R-HWC54X	Refrigerators	CardText	2 / 35	5.7%	0%0 times	2.9%1 times	3.0	2
29	シャープ SJ-MF51P-W（505L）	Refrigerators	Card	2 / 35	5.7%	0%0 times	2.9%1 times	3.5	2
30	東芝 GR-Y600FK	Refrigerators	Card	2 / 35	5.7%	0%0 times	2.9%1 times	3.5	1
31	東芝 VEGETA GR-Y510FZ	Refrigerators	Card	2 / 35	5.7%	0%0 times	2.9%1 times	4.0	5
32	パナソニック NR-F55WX3（551L）	Refrigerators	CardText	2 / 35	5.7%	0%0 times	2.9%1 times	4.5	3
33	パナソニック NR-F50HY3 501L	Refrigerators	Card	2 / 35	5.7%	0%0 times	2.9%1 times	5.0	6
34	シャープ SJ-MF51P 505L	Refrigerators	CardText	2 / 35	5.7%	0%0 times	0%0 times	4.0	2
35	三菱電機 MR-JX47LTJ（470L）	Refrigerators	CardText	2 / 35	5.7%	0%0 times	0%0 times	4.0	3
36	Panasonic NR-F50HY3-N 501L 6ドア冷蔵庫	Refrigerators	Card	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	5
37	パナソニック 500〜550L	Refrigerators	Text only	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	0
38	パナソニック 500〜550Lクラス	Refrigerators	Text only	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	0
39	パナソニック 500L	Refrigerators	Text only	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	0
40	パナソニック NR-F50EX1-W 501L 6ドア冷蔵庫	Refrigerators	Card	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	3
41	パナソニック NR-F50系（約500L） Panasonic NR-F50HY2-N	Refrigerators	Text only	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	0
42	三菱 MZシリーズ	Refrigerators	Text only	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	0
43	三菱 WZ 600L級	Refrigerators	Text only	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	0
44	三菱電機 MR-MZ60N-H	Refrigerators	Card	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	5
45	三菱電機 MR-WZ61M（WZシリーズ 608L）	Refrigerators	Card	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	3
46	三菱電機 MR-WZ61N（608L フレンチドア）	Refrigerators	Card	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	5
47	三菱電機置けるスマート大容量 WZシリーズ（おすすめ度：★★★★★）三菱電機例：三菱電機 MR-WZ61M-H（608L）	Refrigerators	Text only	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	0
48	総合バランス重視：パナソニック 500〜550Lクラスパナソニックの大型冷蔵庫は、家族向けで「使いやすさ」を重視する人に向いています。冷蔵室の整理のしやすさ、野菜室・冷凍室の使い勝手のバランスが良いです。Panasonic おすすめ候補： - パナソニック NR-F55HY2-W（551L） 4人家族で余裕あり食材をまとめ買いする家庭向き冷凍食品や作り置きが多い家庭にも◎	Refrigerators	Text only	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	0
49	迷ったらこれ：パナソニック 500〜600Lクラスパナソニックの大型冷蔵庫は、冷凍室・野菜室の使いやすさや収納性を重視したモデルが多いです。大容量モデルでは600L以上のラインもあります。Panasonic	Refrigerators	Text only	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	0
50	コスパ重視：東芝 VEGETA GR-Y510FK	Refrigerators	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	0
51	パナソニック 501L 6ドア	Refrigerators	Card	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	3
52	パナソニック 550L級	Refrigerators	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	0
53	パナソニック NR-F606WPX-H	Refrigerators	Card	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	6
54	三菱 500L前後	Refrigerators	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	0
55	三菱電機 MR-JW50N	Refrigerators	Card	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	4
56	食材管理・料理重視：パナソニック NR-Fシリーズパナソニック	Refrigerators	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	0
57	東芝 GR-A540WFS	Refrigerators	Card	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	5
58	東芝 VEGETA 501L	Refrigerators	Card	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	3
59	日立 540L以上	Refrigerators	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	0
60	日立 VWC/HW系	Refrigerators	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	0
61	日立グローバルライフソリューションズ 500〜600Lクラス（R-HW/R-HXC系など）	Refrigerators	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	0
62	冷凍保存重視：日立日立製作所の大型冷蔵庫は、冷凍室の整理性や冷凍保存機能が評価されることが多いです。3段ケースなどで食品を分類しやすいモデルがあります。ビックカメラ	Refrigerators	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	0
63	Hitachi R-HW54系（540L前後）	Refrigerators	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	0
64	シャープ SJ-MF55P	Refrigerators	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	0
65	シャープ SJ-X502P（502L）	Refrigerators	Card	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	3
66	パナソニック NR-F55WX3-K 551L 6ドア冷蔵庫	Refrigerators	Card	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	5
67	バランス型：パナソニック 500L前後モデルパナソニックの大型モデルは、冷凍室の使いやすさや収納性を重視したものが多く、まとめ買い家庭向けです。ビックカメラ+1	Refrigerators	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	0
68	三菱 600L前後	Refrigerators	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	0
69	三菱電機 MR-WZ50M-H（495L）	Refrigerators	Card	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	3
70	三菱電機 WZ/JW系	Refrigerators	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	0
71	三菱電機 WZシリーズ	Refrigerators	Card	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	3
72	東芝 GR-A500GT	Refrigerators	Card	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	1
73	東芝 GR-A510FH 509L 6ドア冷蔵庫	Refrigerators	Card	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	5
74	東芝 GR-A510FZ VEGETA（508L）	Refrigerators	Card	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	5
75	東芝 GR-Y550FZ	Refrigerators	Card	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	3
76	東芝 VEGETA GR-A540XFS	Refrigerators	Card	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	6
77	東芝ライフスタイル VEGETA系（GR-Y系など）	Refrigerators	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	0
78	肉・魚の保存重視：日立 540Lクラス日立グローバルライフソリューションズ	Refrigerators	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	0
79	日立 500〜540Lクラス	Refrigerators	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	0
80	日立 500L前後	Refrigerators	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	0
81	日立 540L級	Refrigerators	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	0
82	冷凍食品の量が特に多い：シャープシャープは「メガフリーザー」搭載モデルなど、冷凍スペースを重視したラインがあります。まとめ買い派には相性が良いです。株式会社ノジマ	Refrigerators	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	0
83	Toshiba VEGETA 500L前後	Refrigerators	Text only	1 / 35	2.9%	0%0 times	0%0 times	4.0	0
84	シャープ SJ-MF51R-W	Refrigerators	Card	1 / 35	2.9%	0%0 times	0%0 times	4.0	3
85	シャープ500L級	Refrigerators	Text only	1 / 35	2.9%	0%0 times	0%0 times	4.0	0
86	パナソニック NR-E47BR3 468L	Refrigerators	Card	1 / 35	2.9%	0%0 times	0%0 times	4.0	3
87	三菱電機大容量シリーズ	Refrigerators	Text only	1 / 35	2.9%	0%0 times	0%0 times	4.0	0
88	東芝 VEGETA 540〜550Lクラス	Refrigerators	Text only	1 / 35	2.9%	0%0 times	0%0 times	4.0	0
89	東芝 VEGETA（おすすめ度：★★★★☆）東芝ライフスタイル	Refrigerators	Text only	1 / 35	2.9%	0%0 times	0%0 times	4.0	0
90	東芝ライフスタイル VEGETA系	Refrigerators	Text only	1 / 35	2.9%	0%0 times	0%0 times	4.0	0
91	日立 500L 6ドア	Refrigerators	Card	1 / 35	2.9%	0%0 times	0%0 times	4.0	3
92	日立 R-HWC54Y	Refrigerators	Card	1 / 35	2.9%	0%0 times	0%0 times	4.0	5
93	野菜をたくさん買うなら：東芝 VEGETA 東芝ライフスタイル	Refrigerators	Text only	1 / 35	2.9%	0%0 times	0%0 times	4.0	0
94	シャープ 500Lクラス	Refrigerators	Text only	1 / 35	2.9%	0%0 times	0%0 times	5.0	0
95	三菱電機 MR-JW55N	Refrigerators	Card	1 / 35	2.9%	0%0 times	0%0 times	5.0	3
96	日立	Refrigerators	Text only	1 / 35	2.9%	0%0 times	0%0 times	5.0	0

96 products were observed; 35 appeared in at least two queries. Listing format and naming variants are counted separately.

Query → Product → Retailer

Showing queries from all categories

Queries were submitted in Japanese and are retained below in their original wording as source evidence.

The Stella AI Search Lab is a retail-focused public research project that continuously observes how products and retailers are discovered and presented by AI as generative AI becomes a gateway to shopping. Rather than reducing the results to winners and losers, we aim to create a shared, transparent way for anyone to understand how the AI shopping landscape is changing.

Make visibility measurableWe record the products, retailers and sources that appear in AI answers as they were actually displayed.

Track change over timeWe repeat observations under the same conditions to reveal patterns and fluctuations that a single answer cannot show.

Turn findings into improvementsWe explore what information reaches AI effectively and turn the findings into ideas for better product content and websites.

Why We Publish This Research

Recommendations generated by AI are harder to inspect than conventional search rankings, and the same query can produce different answers. That is why we make our method and results as open as possible: so retailers, e-commerce businesses, manufacturers, site operators and shoppers can examine the same data and think about the changes together.

This dashboard does not claim to provide a single correct optimization strategy. By observing how AI understands and recommends products and points people to places to buy, it provides evidence for considering what information is getting through and what is still missing.

What You Can Learn Here

Which retailers appeared across the widest range of queries
Which retailers tended to appear near the top of answers
How visibility differed by category and price range
Which products, sources and retailers were connected in AI answers

What We Observe

We prepare fixed shopper personas and queries, then submit them through the ChatGPT web interface. We record the answer, citations and sources, product cards, and the retailer list for each product in the order shown.

How Rankings Are Calculated

Within each query, retailers are ranked using the following sequence.

More products linked to that retailer in the answer
If tied, the higher position in the retailer list
If still tied, the greater number of retailer appearances

All rates use the number of successfully observed queries as their denominator.

Coverage: share of queries where the retailer appeared at least once
First-position rate: share of queries where the retailer ranked first
Top 3 rate: share of queries where the retailer ranked in the top three

How to Read the Data

Generative AI answers can change each time, even for the same query. A daily observation is a point-in-time snapshot, and a ranking change does not necessarily indicate the effect of an optimization measure.
The current dataset covers ChatGPT only and does not represent other generative AI systems.
Price, stock and delivery text is recorded as displayed in the AI answer and may differ from the retailer's actual selling conditions.
Product and retailer naming variations are normalized, with normalization decisions retained in the source research records.
This dashboard does not judge retailer quality or superiority; it records only how retailers appear in AI answers.
When considering a purchase or contract, please verify prices, stock, specifications and other details on each company’s official website.

Independent Research

This site is independently planned and operated by Stellagent, Inc. Unless otherwise stated, the featured retailers and service providers did not commission the research, provide the data or supervise the content. Our priority is not to promote a particular company or judge businesses by rank alone, but to accumulate observed facts using a consistent standard.

Trademarks and Logos

Company names and logos help readers accurately identify which retailers appeared in an AI answer. We therefore use the company names, service names, trademarks and logos shown on this site only to the extent needed to identify observed retailers and explain the research results.

All rights in the respective trademarks and logos belong to their owners. Their appearance on this site does not indicate an affiliation with, endorsement by or approval from those rights holders. If you notice an issue with a name or published item, we will review it and respond in good faith.

Updates

Data is added after each observation and accumulated as a daily trend. Last updated is the time of the latest aggregation.

Contact

For questions about the research method, corrections to published names or rights-related inquiries, please contact us through the operator’s contact form.

Refrigerators|AI Recommendation and Retailer Rankings

Highlights for Selected Period

Retailers That Moved

Leader by Category for Selected Period

Observation Status

Run the same study for your products

Daily Trend for Leading Retailers

Ranking for Selected Period

Retailer Visibility Ranking

Product Visibility Ranking

Query → Product → Retailer

Why We Publish This Research

What You Can Learn Here

What We Observe

How Rankings Are Calculated

How to Read the Data

Independent Research

Trademarks and Logos

Updates

Contact

Contact

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