Kitchen & Bathroom Fixtures AI Visibility Ranking Trends - November 2026

Answer capsule

The November 2026 Kitchen & Bathroom Fixtures benchmark compares 9 companies across 544 AI answers that met its inclusion rules. Kohler leads with 459 recommendations (84.38% of answers). At least one tracked company was recommended in 472 answers; some answers recommended several companies.

The rankings distinguish being mentioned from receiving an affirmative recommendation, then examine placement and the wording used about each company. Earlier monthly results show how counts and rates changed, with each month using its own answer total. These results describe the answers reviewed, not product quality or customer satisfaction. Differences between monthly samples limit comparisons and do not establish why a result changed.

For the strategic interpretation of this benchmark, read CiteWorks Studio's analysis of How AI Search Is Recommending Kitchen & Bathroom Fixtures

Industry leaderboard

Questions This Section Answers

• How do Kitchen & Bathroom Fixtures rank by recorded AI recommendations in November 2026?

The leaderboard orders companies by how many answers recorded an affirmative recommendation, so it measures endorsement volume rather than mere appearance. A company can be mentioned often yet recommended less often, and those two readings answer different questions.

Ties require equal recommendation counts; near-equal counts are not ties. Placement figures are nested inside recommendations, so first-place and shortlist results should be read as subsets rather than additional wins.

Key findings

Tracked-company answer coverage

Questions This Section Answers

• How often did the November 2026 Kitchen & Bathroom Fixtures answer sample recommend any tracked company?

472 distinct answers recommended at least one tracked company. Counting each company recommendation separately gives 1852, because an answer can recommend several companies. Answers with no tracked recommendation may still have recommended companies outside this comparison.

Every qualified answer mentioned at least one tracked company, and most recommended at least one. Because a single answer can recommend several companies, company-level recommendation totals exceed the number of answers, so they should not be summed as if each answer counted once.

Answers with no tracked recommendation may still have named companies outside this comparison. Coverage therefore describes the tracked set, not the whole market.

Reach and affirmative recommendation

Kohler ranks 1 by recommendation count. Mentions: 530 (97.43%); recommendations: 459 (84.38%). Top 3 placements: 412 (75.74%); first-place placements: 107 (19.67%).

Wording about the company: 461 positive, 69 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 86.6%. The net framing score was 0.87 (defined in Methodology).

71 mentions had no recorded recommendation. Of recorded recommendations, 89.76% were Top 3 and 23.31% were first-place.

Mention records that a company appeared in an answer; recommendation records an affirmative endorsement. Kohler appeared in nearly every qualified answer and was recommended in most of them, but the gap between the two shows that presence alone is not endorsement.

A recommendation-to-mention ratio summarizes how often appearances carried endorsement in the recorded answers. It is not a customer conversion measure, and it does not explain why endorsement occurred.

Recommendation order and placement

Placement describes where a recommended company sat in the answer's ordering. Shortlist placements are a subset of recommendations, and first-place placements are a subset of shortlist placements, so these counts should not be added together.

Companies differ in how concentrated their recommendations are near the top. A high first-place share on a small recommendation base is a strong ratio but rests on limited evidence, so it warrants cautious reading.

Classified framing in context

Framing classifies the wording used about a company in the selected answers as positive, neutral or negative. It is not customer sentiment, product quality or reputation, and neutral wording does not indicate a weak recommendation.

Most recorded mentions carried positive wording, with neutral wording common and negative wording rare. These classifications describe how the answers phrased things, not why a company was or was not recommended.

Company results in detail

Kohler

Questions This Section Answers

• What do the November 2026 AI answer results show about Kohler mentions, recommendations and placement?

Kohler ranks 1 by recommendation count. Mentions: 530 (97.43%); recommendations: 459 (84.38%). Top 3 placements: 412 (75.74%); first-place placements: 107 (19.67%).

Wording about the company: 461 positive, 69 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 86.6%. The net framing score was 0.87 (defined in Methodology).

71 mentions had no recorded recommendation. Of recorded recommendations, 89.76% were Top 3 and 23.31% were first-place.

From October 2026 to November 2026, Kohler's mention count fell from 608 to 530, while its recommendation count fell from 490 to 459. The recommendation rate was 78.03% and 84.38% respectively.

Kohler leads on recommendation count and appears in almost every qualified answer, giving it the broadest reach in this sample. Its recommendations are mostly shortlist placements, with a smaller first-place share.

Wording is overwhelmingly positive with no negative mentions. The prior-month comparison shows both mentions and recommendations lower, while the recommendation rate was higher; these are separate recorded changes, not evidence of cause.

Moen

Questions This Section Answers

• What do the November 2026 AI answer results show about Moen mentions, recommendations and placement?

Moen ranks 2 by recommendation count. Mentions: 460 (84.56%); recommendations: 401 (73.71%). Top 3 placements: 352 (64.71%); first-place placements: 148 (27.21%).

Wording about the company: 403 positive, 57 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 87.2%. The net framing score was 0.88 (defined in Methodology).

59 mentions had no recorded recommendation. Of recorded recommendations, 87.78% were Top 3 and 36.91% were first-place.

From October 2026 to November 2026, Moen's mention count fell from 516 to 460, while its recommendation count fell from 435 to 401. The recommendation rate was 69.27% and 73.71% respectively.

Moen ranks second on recommendation count with strong reach across answers. Its first-place share is comparatively high, so a notable portion of its recommendations sit at the top of the ordering rather than merely on the shortlist.

Framing is almost entirely positive. The prior-month comparison shows mentions and recommendations both lower, while the recommendation rate was higher; the samples differ, so no cause is inferred.

Delta Faucet

Questions This Section Answers

• What do the November 2026 AI answer results show about Delta Faucet mentions, recommendations and placement?

Delta Faucet ranks 3 by recommendation count. Mentions: 456 (83.82%); recommendations: 397 (72.98%). Top 3 placements: 355 (65.26%); first-place placements: 166 (30.51%).

Wording about the company: 399 positive, 57 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 87.1%. The net framing score was 0.88 (defined in Methodology).

59 mentions had no recorded recommendation. Of recorded recommendations, 89.42% were Top 3 and 41.81% were first-place.

From October 2026 to November 2026, Delta Faucet's mention count fell from 523 to 456, while its recommendation count fell from 440 to 397. The recommendation rate was 70.06% and 72.98% respectively.

Delta Faucet ranks third, close to Moen on recommendation count, and stands out for a high first-place share relative to its total recommendations. That concentration near the top distinguishes its profile from companies whose recommendations cluster lower.

Wording is almost entirely positive. The prior-month comparison shows mentions and recommendations lower while the recommendation rate was higher, a recorded shift without an established explanation.

American Standard

Questions This Section Answers

• What do the November 2026 AI answer results show about American Standard mentions, recommendations and placement?

American Standard ranks 4 by recommendation count. Mentions: 296 (54.41%); recommendations: 258 (47.43%). Top 3 placements: 51 (9.38%); first-place placements: 5 (0.92%).

Wording about the company: 259 positive, 36 neutral, 1 negative mentions. The proportion of mentions that also included a recommendation was 87.2%. The net framing score was 0.87 (defined in Methodology).

38 mentions had no recorded recommendation. Of recorded recommendations, 19.77% were Top 3 and 1.94% were first-place.

From October 2026 to November 2026, American Standard's mention count fell from 308 to 296, while its recommendation count rose from 232 to 258. The recommendation rate was 36.94% and 47.43% respectively.

American Standard holds a mid-table recommendation count with moderate reach. Its recommendations are mostly outside the top slots: shortlist placements are a small fraction of recommendations, and first-place placements are rare.

Framing is largely positive with a single negative mention. The prior-month comparison shows mentions slightly lower but recommendations higher, and the recommendation rate rose; these recorded movements do not establish why.

Kraus

Questions This Section Answers

• What do the November 2026 AI answer results show about Kraus mentions, recommendations and placement?

Kraus ranks 5 by recommendation count. Mentions: 242 (44.49%); recommendations: 198 (36.40%). Top 3 placements: 60 (11.03%); first-place placements: 15 (2.76%).

Wording about the company: 199 positive, 43 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 81.8%. The net framing score was 0.82 (defined in Methodology).

44 mentions had no recorded recommendation. Of recorded recommendations, 30.30% were Top 3 and 7.58% were first-place.

From October 2026 to November 2026, Kraus' mention count fell from 262 to 242, while its recommendation count fell from 233 to 198. The recommendation rate was 37.10% and 36.40% respectively.

Kraus ranks fifth with moderate reach and a recommendation count below its mention count. Its shortlist placements are a modest share of recommendations, and first-place placements are uncommon, so most endorsements sit lower in the ordering.

Wording is mostly positive with a substantial neutral share. The prior-month comparison shows mentions and recommendations both lower, while the recommendation rate was nearly flat.

VIGO

Questions This Section Answers

• What do the November 2026 AI answer results show about VIGO mentions, recommendations and placement?

VIGO ranks 6 by recommendation count. Mentions: 112 (20.59%); recommendations: 76 (13.97%). Top 3 placements: 23 (4.23%); first-place placements: 5 (0.92%).

Wording about the company: 76 positive, 36 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 67.9%. The net framing score was 0.68 (defined in Methodology).

36 mentions had no recorded recommendation. Of recorded recommendations, 30.26% were Top 3 and 6.58% were first-place.

From October 2026 to November 2026, VIGO's mention count rose from 90 to 112, while its recommendation count rose from 73 to 76. The recommendation rate was 11.62% and 13.97% respectively.

VIGO ranks sixth with limited reach relative to the leading companies. Its recommendation-to-mention ratio is noticeably lower than the top group, meaning a smaller share of its appearances carried endorsement, and its placements are mostly outside the top slots.

Wording includes a sizable neutral share alongside positive mentions. The prior-month comparison shows mentions and recommendations both higher, with the recommendation rate also higher.

DreamLine

Questions This Section Answers

• What do the November 2026 AI answer results show about DreamLine mentions, recommendations and placement?

DreamLine ranks 7 by recommendation count. Mentions: 44 (8.09%); recommendations: 33 (6.07%). Top 3 placements: 32 (5.88%); first-place placements: 17 (3.13%).

Wording about the company: 33 positive, 11 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 75.0%. The net framing score was 0.75 (defined in Methodology).

11 mentions had no recorded recommendation. Of recorded recommendations, 96.97% were Top 3 and 51.52% were first-place.

From October 2026 to November 2026, DreamLine's mention count fell from 69 to 44, while its recommendation count fell from 55 to 33. The recommendation rate was 8.76% and 6.07% respectively.

DreamLine ranks seventh with a small answer footprint. Its recommendations are unusually concentrated near the top: almost all are shortlist placements and about half are first-place, a strong ratio that rests on a limited recommendation base and should be read cautiously.

Wording is mostly positive with some neutral mentions. The prior-month comparison shows mentions and recommendations both lower, alongside a lower recommendation rate.

Kingston Brass

Questions This Section Answers

• What do the November 2026 AI answer results show about Kingston Brass mentions, recommendations and placement?

Kingston Brass ranks 8 by recommendation count. Mentions: 31 (5.70%); recommendations: 17 (3.13%). Top 3 placements: 8 (1.47%); first-place placements: 1 (0.18%).

Wording about the company: 17 positive, 14 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 54.8%. The net framing score was 0.55 (defined in Methodology).

14 mentions had no recorded recommendation. Of recorded recommendations, 47.06% were Top 3 and 5.88% were first-place.

From October 2026 to November 2026, Kingston Brass' mention count fell from 85 to 31, while its recommendation count fell from 26 to 17. The recommendation rate was 4.14% and 3.13% respectively.

Kingston Brass ranks eighth with a narrow answer footprint. Its recommendation-to-mention ratio is among the lowest in the set, so many of its appearances carried no endorsement, and its placements are mostly outside the top slots.

Wording is split between positive and neutral with no negative mentions. The prior-month comparison shows mentions and recommendations both lower, with the recommendation rate slightly lower as well.

ANZZI

Questions This Section Answers

• What do the November 2026 AI answer results show about ANZZI mentions, recommendations and placement?

ANZZI ranks 9 by recommendation count. Mentions: 22 (4.04%); recommendations: 13 (2.39%). Top 3 placements: 5 (0.92%); first-place placements: 1 (0.18%).

Wording about the company: 13 positive, 9 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 59.1%. The net framing score was 0.59 (defined in Methodology).

9 mentions had no recorded recommendation. Of recorded recommendations, 38.46% were Top 3 and 7.69% were first-place.

From October 2026 to November 2026, ANZZI's mention count fell from 42 to 22, while its recommendation count rose from 8 to 13. The recommendation rate was 1.27% and 2.39% respectively.

ANZZI ranks ninth with the smallest answer footprint in the set. Its recommendation-to-mention ratio is moderate, and its placements are mostly outside the top slots, with first-place appearances rare.

Wording is split between positive and neutral mentions. The prior-month comparison shows mentions lower but recommendations higher, and the recommendation rate rose; with such small bases, these movements are best read as recorded results rather than trends.

Earlier ranking snapshot context

Questions This Section Answers

• How do the available Kitchen & Bathroom Fixtures snapshots from September 2026 to November 2026 differ in recommendation coverage and measurement scope?

Only months with verified results are shown. Monthly sample coverage is listed in Methodology.

Each month is a separate sample of AI answers, and the number of included answers differs across months. Counts and rates should be read together, since a lower count can coexist with a higher rate when the answer base changes.

Rank positions are shown only for months with verified results. The comparisons describe recorded changes between samples; they do not establish why counts, rates or ranks moved.

What the November Rankings Show

The November results answer several distinct questions. Reach shows how often a company appeared at all; recommendation shows how often an answer affirmatively endorsed it; placement shows where endorsements sat in the ordering; and framing describes the wording used. These measures can diverge, so a company strong on one need not be strong on another.

Because recommendations nest placements and answers can name several companies, totals overlap and should not be combined into a single score. The monthly comparisons are separate samples, so shifts in counts or rates are recorded observations rather than evidence of improvement, decline or cause.

Methodology

Questions This Section Answers

• How were the November 2026 Kitchen & Bathroom Fixtures AI visibility measures counted, and what do they not establish?

This benchmark has partial coverage: 3 of 3 planned question categories contributed usable observations; 0 contributed none. This describes question-category coverage, not demonstrated platform outages. Findings apply to the available answer set.

The month in the title is the reporting period. The exact dates when the original AI answers were collected have not been verified.

Each company is counted at most once in each answer that meets the benchmark rules. A recommendation requires both an affirmative endorsement and positive wording. Mention, recommendation, Top 3 and first-place rates use the full benchmark answer total. Top 3 and first-place results are included within recommendations, not added to them.

The recommendation-to-mention ratio divides recommendations by mentions. It describes AI answer wording, not customer conversion. Net framing is positive minus negative mentions, divided by all mentions, on a scale from -1 to +1. It does not measure customer satisfaction or company quality.

Market: US; 9 tracked companies. AI services represented: ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity.

Research screening totals (answer observations can include repeated questions):

The source does not provide a reader-facing definition of “reserved”; that screening label is reported without inferring a reason for exclusion. Only the included benchmark answers form the rate denominator.

One answer can mention or recommend several companies. Adding company totals would therefore count some answers more than once. The results describe the AI answers reviewed, not independently verified facts about the companies or their products.

Monthly sample coverage:

The answer samples differ between months. These comparisons show how the recorded results changed; they do not establish why they changed.

Coverage is partial: some planned question categories contributed usable observations and others did not, which describes category coverage rather than platform outages. The reporting month labels the period, but exact collection dates were not verified.

Each company counts at most once per answer, and recommendation requires both affirmative endorsement and positive wording. Rates use the full benchmark answer total, and placements are included within recommendations. Net framing is a wording measure, not customer satisfaction or company quality. Monthly samples differ, so comparisons show recorded change without establishing cause.