Vacuum Cleaners|AI Recommendation and Retailer Rankings

Track generative AI answers about vacuum cleaners 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.

Amazon60%Yahoo!ショッピング0%楽天市場0%ヤマダウェブコム0%Joshin webショップ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 54.3% — 2

コジマネット 5.7% — 3

Yahoo!ショッピング 2.9% — 4

ヤマダウェブコム 2.9% — 5

メルカリ 2.9% —

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	25 / 35	71.4%	54.3%19 times	5.7%2 times	5.7%2 times	65.7%23 times	59	59
2	Yahoo!ショッピング	Marketplaces	19 / 35	54.3%	2.9%1 times	11.4%4 times	5.7%2 times	20%7 times	28	28
3	楽天市場	Marketplaces	16 / 35	45.7%	0%0 times	14.3%5 times	11.4%4 times	25.7%9 times	25	25
4	ヤマダウェブコム	Electronics Retailers	13 / 35	37.1%	2.9%1 times	2.9%1 times	5.7%2 times	11.4%4 times	17	17
5	Joshin webショップ	Electronics Retailers	13 / 35	37.1%	0%0 times	2.9%1 times	5.7%2 times	8.6%3 times	19	19
6	ビックカメラ	Electronics Retailers	13 / 35	37.1%	0%0 times	2.9%1 times	2.9%1 times	5.7%2 times	16	16
7	ノジマオンライン	Electronics Retailers	11 / 35	31.4%	0%0 times	0%0 times	0%0 times	0%0 times	13	13
8	Shark公式オンラインストア	Brand Stores	9 / 35	25.7%	0%0 times	5.7%2 times	2.9%1 times	8.6%3 times	10	10
9	Panasonic Store Plus	Brand Stores	8 / 35	22.9%	0%0 times	2.9%1 times	5.7%2 times	8.6%3 times	8	8
10	ケーズデンキ	Electronics Retailers	8 / 35	22.9%	0%0 times	2.9%1 times	2.9%1 times	5.7%2 times	12	12
11	コジマネット	Electronics Retailers	7 / 35	20%	5.7%2 times	0%0 times	2.9%1 times	8.6%3 times	13	13
12	セカンドストリート	Other	7 / 35	20%	0%0 times	2.9%1 times	5.7%2 times	8.6%3 times	9	9
13	ダイソン公式オンラインストア	Brand Stores	6 / 35	17.1%	0%0 times	5.7%2 times	0%0 times	5.7%2 times	6	6
14	モノタロウ公式	Brand Stores	6 / 35	17.1%	0%0 times	0%0 times	0%0 times	0%0 times	6	6
15	メルカリ	Other	4 / 35	11.4%	2.9%1 times	2.9%1 times	0%0 times	5.7%2 times	5	5
16	ECカレント	Other	3 / 35	8.6%	0%0 times	2.9%1 times	0%0 times	2.9%1 times	4	4
17	ジャパネット	Other	3 / 35	8.6%	0%0 times	0%0 times	0%0 times	0%0 times	3	3
18	ecovacs.com	Other	2 / 35	5.7%	2.9%1 times	0%0 times	2.9%1 times	5.7%2 times	3	3
19	Qoo10	Marketplaces	2 / 35	5.7%	0%0 times	0%0 times	2.9%1 times	2.9%1 times	3	3
20	archonaut.cz	Other	2 / 35	5.7%	0%0 times	0%0 times	0%0 times	0%0 times	2	2
21	gloture	Other	2 / 35	5.7%	0%0 times	0%0 times	0%0 times	0%0 times	2	2
22	シザいもん	Other	2 / 35	5.7%	0%0 times	0%0 times	0%0 times	0%0 times	2	2
23	コメリドットコム	Other	2 / 35	5.7%	0%0 times	0%0 times	0%0 times	0%0 times	2	2
24	cainz.com	Other	2 / 35	5.7%	0%0 times	0%0 times	0%0 times	0%0 times	2	2
25	Dreame Japan	Other	1 / 35	2.9%	2.9%1 times	0%0 times	0%0 times	2.9%1 times	1	1
26	ANA Mall	Other	1 / 35	2.9%	0%0 times	2.9%1 times	0%0 times	2.9%1 times	1	1
27	PCボンバー	Other	1 / 35	2.9%	0%0 times	0%0 times	2.9%1 times	2.9%1 times	1	1
28	SwitchBot公式サイト	Brand Stores	1 / 35	2.9%	0%0 times	2.9%1 times	0%0 times	2.9%1 times	1	1
29	ソフマップ	Electronics Retailers	1 / 35	2.9%	0%0 times	0%0 times	2.9%1 times	2.9%1 times	1	1
30	Tempo Musical	Other	1 / 35	2.9%	0%0 times	0%0 times	2.9%1 times	2.9%1 times	1	1
31	Anker Japan 公式オンラインストア	Brand Stores	1 / 35	2.9%	0%0 times	0%0 times	0%0 times	0%0 times	1	1
32	iRobot公式ストア	Brand Stores	1 / 35	2.9%	0%0 times	0%0 times	0%0 times	0%0 times	1	1
33	セカンドストリート所沢店	Other	1 / 35	2.9%	0%0 times	0%0 times	0%0 times	0%0 times	1	1
34	道具屋	Other	1 / 35	2.9%	0%0 times	0%0 times	0%0 times	0%0 times	1	1
35	eBay	Other	1 / 35	2.9%	0%0 times	0%0 times	0%0 times	0%0 times	1	1
36	Meozzi Mobili	Other	1 / 35	2.9%	0%0 times	0%0 times	0%0 times	0%0 times	1	1
37	psicologiaperinatal.com.br	Other	1 / 35	2.9%	0%0 times	0%0 times	0%0 times	0%0 times	1	1
38	オフモール	Other	1 / 35	2.9%	0%0 times	0%0 times	0%0 times	0%0 times	1	1
39	brandschutzsoftware.de	Other	1 / 35	2.9%	0%0 times	0%0 times	0%0 times	0%0 times	1	1
40	cdp.com.br	Other	1 / 35	2.9%	0%0 times	0%0 times	0%0 times	0%0 times	1	1
41	JRE MALL	Other	1 / 35	2.9%	0%0 times	0%0 times	0%0 times	0%0 times	1	1
42	Xprice	Other	1 / 35	2.9%	0%0 times	0%0 times	0%0 times	0%0 times	1	1
43	ツクモネットショップ	Other	1 / 35	2.9%	0%0 times	0%0 times	0%0 times	0%0 times	1	1
44	トレテク	Other	1 / 35	2.9%	0%0 times	0%0 times	0%0 times	0%0 times	1	1
45	楽天ラクマ	Other	1 / 35	2.9%	0%0 times	0%0 times	0%0 times	0%0 times	1	1
46	community.heyupnow	Other	1 / 35	2.9%	0%0 times	0%0 times	0%0 times	0%0 times	1	1
47	エディオン	Electronics Retailers	1 / 35	2.9%	0%0 times	0%0 times	0%0 times	0%0 times	1	1
48	コーナンeショップ	Other	1 / 35	2.9%	0%0 times	0%0 times	0%0 times	0%0 times	1	1
49	イオンスタイルオンライン	Other	1 / 35	2.9%	0%0 times	0%0 times	0%0 times	0%0 times	1	1
50	カインズ	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.

112 products

Rank	Product	Categories	Format	Queries	Coverage	First recommendation rate	Top 3 rate	Average recommendation rank	Retailers
1	Panasonic MC-NX810KM / Shark NEO II+	Vacuum Cleaners	Card	4 / 35	11.4%	5.7%2 times	11.4%4 times	2.0	6
2	Dyson V12 Detect Slim Fluffy	Vacuum Cleaners	Card	4 / 35	11.4%	2.9%1 times	11.4%4 times	2.0	10
3	Dyson V12 Detect Slim Absolute	Vacuum Cleaners	Card	4 / 35	11.4%	2.9%1 times	8.6%3 times	2.5	5
4	Panasonic セパレート型1 name variants	Vacuum Cleaners	Text only	4 / 35	11.4%	0%0 times	11.4%4 times	2.0	0
5	Panasonic MC-SB34J1 name variants	Vacuum Cleaners	Card	3 / 35	8.6%	2.9%1 times	5.7%2 times	2.3	5
6	バランス重視（4人家族の普段使い向け）日立製作所かるパックスティック PKV-BK3P - 重量：約1.1kgクラス（モデル仕様による）マイベスト - 紙パック式でゴミ捨てが楽 - フローリング・カーペット両方に対応しやすい - 髪の毛が多い家庭でもメンテナンス負担が少なめ	Vacuum Cleaners	CardText	3 / 35	8.6%	2.9%1 times	5.7%2 times	2.3	5
7	Panasonic MC-NX700K	Vacuum Cleaners	Card	3 / 35	8.6%	0%0 times	8.6%3 times	2.0	6
8	Dyson	Vacuum Cleaners	Text only	3 / 35	8.6%	0%0 times	8.6%3 times	3.0	0
9	Shark EVOPOWER SYSTEM NEO II+	Vacuum Cleaners	Card	3 / 35	8.6%	0%0 times	2.9%1 times	3.3	6
10	日立かるパックスティック1 name variants	Vacuum Cleaners	Text only	2 / 35	5.7%	5.7%2 times	5.7%2 times	1.0	0
11	日立かるパックスティック PKV-BK50P	Vacuum Cleaners	Card	2 / 35	5.7%	5.7%2 times	5.7%2 times	1.0	7
12	毎日サッと掃除したい → 日立「かるパックスティック」系日立の軽量スティックは、今回の条件にかなり合います。特に「かるパックスティック PKV-BK3K」は約1.1kgの軽量モデルで、紙パック式なのでゴミ捨て時にホコリが舞いにくいのが魅力です。髪の毛が気になる家庭向けの「からまんブラシ」も採用されています。kakaku.com+1	Vacuum Cleaners	Card	2 / 35	5.7%	5.7%2 times	5.7%2 times	1.0	3
13	ECOVACS DEEBOT T50 OMNI	Vacuum Cleaners	Card	2 / 35	5.7%	2.9%1 times	5.7%2 times	1.5	3
14	Shark EVOPOWER SYSTEM STD+	Vacuum Cleaners	Card	2 / 35	5.7%	2.9%1 times	5.7%2 times	1.5	8
15	日立ラクかるスティック PV-BL3J	Vacuum Cleaners	Card	2 / 35	5.7%	2.9%1 times	5.7%2 times	1.5	3
16	掃除後のゴミ処理を楽にしたい → Panasonic MC-NX系パナソニックのMC-NX系は、クリーンドック付きモデルなら本体のゴミを自動収集でき、掃除後の手間を減らせます。MC-NX500Kは約1.2kgの軽さも特徴です。オレンジページ	Vacuum Cleaners	Card	2 / 35	5.7%	2.9%1 times	2.9%1 times	2.5	5
17	Dyson V12系	Vacuum Cleaners	Text only	2 / 35	5.7%	0%0 times	5.7%2 times	2.5	0
18	日立パワかるスティック PV-BL50L	Vacuum Cleaners	Card	2 / 35	5.7%	0%0 times	5.7%2 times	2.5	3
19	Dyson Cyclone V10 Fluffy	Vacuum Cleaners	Card	2 / 35	5.7%	0%0 times	5.7%2 times	3.0	6
20	Panasonic MC-NS100K	Vacuum Cleaners	Card	2 / 35	5.7%	0%0 times	5.7%2 times	3.0	5
21	シャープ RACTIVE Air	Vacuum Cleaners	CardText	2 / 35	5.7%	0%0 times	2.9%1 times	3.0	3
22	日本メーカーでバランス重視 → 東芝トルネオコードレス VC-CLS13	Vacuum Cleaners	Card	2 / 35	5.7%	0%0 times	2.9%1 times	3.5	6
23	Dreame L10s Ultra Gen	Vacuum Cleaners	Card	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	1
24	Dreame L10s Ultra Gen 3	Vacuum Cleaners	Card	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	4
25	iRobot ルンバ Plus 405 Combo	Vacuum Cleaners	Card	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	3
26	Panasonic MC-PB61J-A	Vacuum Cleaners	Card	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	5
27	Panasonic MC-PJ25G	Vacuum Cleaners	Card	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	5
28	Roborock Q10V	Vacuum Cleaners	Card	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	2
29	Roborock Qrevo系	Vacuum Cleaners	Text only	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	0
30	Roborock Saros 10R	Vacuum Cleaners	Card	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	3
31	Shark	Vacuum Cleaners	Text only	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	0
32	Shark CleanSense iQ+	Vacuum Cleaners	Card	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	3
33	Shark CleanSense iQ+ コードレススティッククリーナー	Vacuum Cleaners	Card	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	3
34	Shark EVOPOWER SYSTEM FIT	Vacuum Cleaners	Card	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	1
35	Shark EVOPOWER SYSTEM NEO II+ LC551J	Vacuum Cleaners	Card	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	0
36	SHARP RACTIVE Air コードレススティック掃除機	Vacuum Cleaners	Card	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	3
37	バランス重視：Roborock の上位〜中級モデル	Vacuum Cleaners	Text only	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	0
38	バランス重視：SHARP RACTIVE Airシリーズ	Vacuum Cleaners	Text only	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	0
39	自動ゴミ収集＋水拭き上位モデル	Vacuum Cleaners	Text only	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	0
40	手間を最小限にしたい → ECOVACS DEEBOT T50 OMNI	Vacuum Cleaners	Text only	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	0
41	総合バランス重視：Panasonic パワーコードレス系 Panasonic MC-SB54K-A	Vacuum Cleaners	Text only	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	0
42	日立かるパックスティック系	Vacuum Cleaners	Text only	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	0
43	日立パワかるスティック	Vacuum Cleaners	Text only	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	0
44	日立ラクかるスティック	Vacuum Cleaners	Text only	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	0
45	日立ラクかるスティック PV-BL3M	Vacuum Cleaners	Card	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	3
46	日立ラクかるスティック系モデル	Vacuum Cleaners	Card	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	2
47	普通	Vacuum Cleaners	Text only	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	0
48	普通。細かいゴミが苦手な場合あり	Vacuum Cleaners	Text only	1 / 35	2.9%	2.9%1 times	2.9%1 times	1.0	0
49	Anker Eufy Robot Vacuum Auto-Empty C10	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	3
50	DREAME L40 Ultra AE	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	5
51	Dyson Gen5detect Absolute	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	2
52	Dyson V12 Detect Slim	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	5
53	Panasonic MC-NS10K セパレート型コードレススティック掃除機	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	3
54	Roborock Qrevo L	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	3
55	SwitchBot K10+ Pro Combo	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	3
56	シャープ RACTIVE Air EC-AR10	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	1
57	マキタ CL286FDRFW 充電式クリーナ	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	0
58	吸引力優先（カーペット・髪の毛多め） Dyson V12 Detect Slim Absolute - 床材を選ばず使いやすい高性能モデル - ゴミの見逃し対策機能あり - 髪の毛・細かい粉ゴミへの対応力が高いダイソン	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	0
59	交換不可・劣化後は買替えになりやすい	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	0
60	床の汚れが多い家庭：ECOVACS DEEBOT OMNI系	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	0
61	水拭き性能重視（OMNI系など）	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	0
62	短め	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	0
63	日立 CV-KP900P	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	3
64	日立上位モデル、Panasonic上位モデル	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	0
65	髪の毛・カーペット重視：Dyson V12系 Dyson V12 Detect Slim Absolute	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	0
66	髪の毛対策重視：Panasonic MC-SB系	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	2.0	0
67	DREAME D20	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	3
68	Dyson Micro Plus コードレススティッククリーナー	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	0
69	Dyson V12	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	0
70	Dyson V8 Slim Fluffy Extra	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	2
71	ECOVACS DEEBOT mini	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	3
72	Makita CL108FDSHW 充電式クリーナ	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	5
73	Panasonic セパレート型コードレススティック掃除機 MC-NS10K-W	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	3
74	Roborock / Eufyの中級モデル	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	0
75	Roomba Combo系	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	0
76	Roomba Max 705 Combo + AutoWash	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	3
77	Shark EVOPOWER SYSTEM BOOST+ LC751J	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	1
78	Shark EVOPOWER SYSTEM NEO II+ LC501J	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	4
79	SHARP EC-XR2-H	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	5
80	TP-Link Tapo RV20 Max Plus	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	3
81	コスパ重視：Anker Eufy系	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	0
82	シンプル	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	0
83	軽い場合もある	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	0
84	軽さ最優先（子育て家庭で“すぐ掃除”向け）ラクかるスティック PV-BL3L - 軽量クラス - 取り回しが良く、食べこぼし掃除向き - 自走式ヘッドで床掃除の負担を軽減SAKIDORI（サキドリ） \| ほしいが見つかるモノメディア	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	0
85	掃除後の手間を減らしたい：SharkNinja EVOPOWER SYSTEM系 Shark EVOPOWER SYSTEM STD	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	0
86	東芝 VC-CLX73	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	5
87	日立パワかるスティック PV-BL50M	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	3
88	日立・Panasonic軽量モデル	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	2.9%1 times	3.0	0
89	ECOVACS DEEBOT N20 PRO PLUS	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	0%0 times	4.0	3
90	HITACHI PKV-BK3P-C	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	0%0 times	4.0	5
91	Panasonic軽量モデル	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	0%0 times	4.0	0
92	Roborock Qrevo L Pro	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	0%0 times	4.0	2
93	Shark EVOPOWER SYSTEM STD+ CS150JAE	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	0%0 times	4.0	0
94	Shark NEO II+	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	0%0 times	4.0	0
95	シャープ RACTIVE Air EC-HR8A1	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	0%0 times	4.0	0
96	None	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	0%0 times	4.0	0
97	ルンバ i7	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	0%0 times	4.0	3
98	吸引＋マッピング付きコスパ機	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	0%0 times	4.0	0
99	操作の分かりやすさ重視 → ルンバ i7	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	0%0 times	4.0	0
100	大きめの場合あり	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	0%0 times	4.0	0
101	日立・シャープ系	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	0%0 times	4.0	0
102	Shark PowerClean 360 IW4171J	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	0%0 times	5.0	1
103	短時間向き	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	0%0 times	5.0	0
104	標準	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	0%0 times	5.0	0
105	Dyson PencilVac Fluffycones	Vacuum Cleaners	Card	1 / 35	2.9%	0%0 times	0%0 times	6.0	3
106	数年で買替え前提の場合も	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	0%0 times	6.0	0
107	必要	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	0%0 times	6.0	0
108	機種差あり	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	0%0 times	7.0	0
109	Dyson Micro Plus コードレススティッククリーナー楽天市場 - 高山質店· ￥42,951	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	0%0 times	—	3
110	Shark EVOPOWER SYSTEM STD+ CS150JAEAmazon公式サイト· ￥33,000	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	0%0 times	—	3
111	シャープ RACTIVE Air EC-HR8A1Amazon公式サイト· ￥44,800	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	0%0 times	—	2
112	マキタ CL286FDRFW 充電式クリーナ道具屋· ￥17,160	Vacuum Cleaners	Text only	1 / 35	2.9%	0%0 times	0%0 times	—	5

112 products were observed; 22 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.

Vacuum Cleaners|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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