Residential & Commercial Cleaning Services AI Visibility Ranking Trends - November 2026

Answer capsule

The November 2026 Residential & Commercial Cleaning Services benchmark compares 10 companies across 328 AI answers that met its inclusion rules. Molly Maid (Buffalo service area) leads with 48 recommendations (14.63% of answers). At least one tracked company was recommended in 51 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 Residential & Commercial Cleaning Services

Industry leaderboard

Questions This Section Answers

• How do Residential & Commercial Cleaning Services rank by recorded AI recommendations in November 2026?

The leaderboard orders companies by how many recorded answers affirmatively recommended them. That count is not the same as reach: a company can appear in many answers without being endorsed, so mention totals and recommendation totals answer different questions. Ties reflect equal recommendation counts, not shared placement or framing. Reading the columns separately keeps appearance, endorsement, position and wording from collapsing into a single verdict.

Key findings

Tracked-company answer coverage

Questions This Section Answers

• How often did the November 2026 Residential & Commercial Cleaning Services answer sample recommend any tracked company?

51 distinct answers recommended at least one tracked company. Counting each company recommendation separately gives 81, 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, yet only a minority recommended one. Because an answer can endorse several companies, company-level recommendation counts exceed the number of answers containing a recommendation. Overlap across answers therefore describes shared presence in the reviewed set, not overall market dominance. Answers without a tracked recommendation may still have named companies outside this comparison.

Reach and affirmative recommendation

Molly Maid (Buffalo service area) ranks 1 by recommendation count. Mentions: 324 (98.78%); recommendations: 48 (14.63%). Top 3 placements: 46 (14.02%); first-place placements: 37 (11.28%).

Wording about the company: 59 positive, 261 neutral, 4 negative mentions. The proportion of mentions that also included a recommendation was 14.8%. The net framing score was 0.17 (defined in Methodology).

276 mentions had no recorded recommendation. Of recorded recommendations, 95.83% were Top 3 and 77.08% were first-place.

Molly Maid (Buffalo service area) leads on recommendation count, but most of its appearances carried no recorded endorsement. High mention presence and a modest recommendation share can coexist, and the gap between them is itself a finding about these answers. A leading count is not a unique win when ties occur elsewhere; here the top position stands alone on recommendations.

Recommendation order and placement

Top-three and first-place results are nested inside recommendations, not additional wins. A company can be recommended without being placed first, and placement shares use the same answer denominator as recommendations. The recommendation-to-mention ratio describes how often appearances became endorsements in the recorded wording; it is not customer conversion. Sparse bases make strong ratios fragile, so read them alongside the small counts.

Classified framing in context

Framing classifies the wording around each mention as positive, neutral or negative. Most mentions here are neutral, so a high positive share is not implied by a high mention count. Net framing summarizes that wording balance and does not measure customer sentiment or company quality. Neutral or positive phrasing also does not explain why a recommendation was or was not recorded.

Company results in detail

Molly Maid (Buffalo service area)

Questions This Section Answers

• What do the November 2026 AI answer results show about Molly Maid (Buffalo service area) mentions, recommendations and placement?

Molly Maid (Buffalo service area) ranks 1 by recommendation count. Mentions: 324 (98.78%); recommendations: 48 (14.63%). Top 3 placements: 46 (14.02%); first-place placements: 37 (11.28%).

Wording about the company: 59 positive, 261 neutral, 4 negative mentions. The proportion of mentions that also included a recommendation was 14.8%. The net framing score was 0.17 (defined in Methodology).

276 mentions had no recorded recommendation. Of recorded recommendations, 95.83% were Top 3 and 77.08% were first-place.

From October 2026 to November 2026, Molly Maid (Buffalo service area)'s mention count rose from 214 to 324, while its recommendation count rose from 31 to 48. The recommendation rate was 14.22% and 14.63% respectively.

Molly Maid (Buffalo service area) leads on recommendation count and appears in nearly every qualified answer, yet most of those appearances carried no endorsement. Its recorded recommendations were overwhelmingly placed in the top three and often first. Framing was mostly neutral with few negatives. The month-over-month comparison shows both counts rising, though the separate samples do not establish why.

Merry Maids of Williamsville

Questions This Section Answers

• What do the November 2026 AI answer results show about Merry Maids of Williamsville mentions, recommendations and placement?

Merry Maids of Williamsville ranks 2 by recommendation count. Mentions: 88 (26.83%); recommendations: 22 (6.71%). Top 3 placements: 21 (6.40%); first-place placements: 10 (3.05%).

Wording about the company: 27 positive, 61 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 25.0%. The net framing score was 0.31 (defined in Methodology).

66 mentions had no recorded recommendation. Of recorded recommendations, 95.45% were Top 3 and 45.45% were first-place.

From October 2026 to November 2026, Merry Maids of Williamsville's mention count rose from 60 to 88, while its recommendation count rose from 11 to 22. The recommendation rate was 5.05% and 6.71% respectively.

Merry Maids of Williamsville holds second place on recommendations with a comparatively high recommendation-to-mention ratio, meaning a larger share of its appearances became endorsements. Nearly all its recommendations were placed in the top three, though fewer reached first place. Framing was positive or neutral with no negatives recorded. Both counts rose from the prior month, a comparison across separate samples.

MaidPro Buffalo

Questions This Section Answers

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

MaidPro Buffalo ranks 3 by recommendation count. Mentions: 53 (16.16%); recommendations: 8 (2.44%). Top 3 placements: 6 (1.83%); first-place placements: 0 (0.00%).

Wording about the company: 9 positive, 44 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 15.1%. The net framing score was 0.17 (defined in Methodology).

45 mentions had no recorded recommendation. Of recorded recommendations, 75.00% were Top 3 and 0.00% were first-place.

From October 2026 to November 2026, MaidPro Buffalo's mention count rose from 18 to 53, while its recommendation count rose from 7 to 8. The recommendation rate was 3.21% and 2.44% respectively.

MaidPro Buffalo ranks third on recommendations, but its endorsements were a small fraction of its appearances. All of its recorded recommendations fell within the top three, and none reached first place. Framing was largely neutral. Its mention count rose while its recommendation count moved only slightly, and the recommendation rate eased; the separate monthly samples do not explain that pattern.

Custom Maid

Questions This Section Answers

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

Custom Maid ranks 4 by recommendation count. Mentions: 6 (1.83%); recommendations: 2 (0.61%). Top 3 placements: 2 (0.61%); first-place placements: 2 (0.61%).

Wording about the company: 2 positive, 4 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 33.3%. The net framing score was 0.33 (defined in Methodology).

4 mentions had no recorded recommendation. Of recorded recommendations, 100.00% were Top 3 and 100.00% were first-place.

From October 2026 to November 2026, Custom Maid's mention count rose from 4 to 6, while its recommendation count rose from 1 to 2. The recommendation rate was 0.46% and 0.61% respectively.

Custom Maid records few mentions and few recommendations, so its high recommendation-to-mention ratio rests on a sparse base and should be read cautiously. Both of its recorded recommendations were placed first. Framing was positive or neutral with no negatives. The month-over-month comparison shows small increases in both counts across separate samples, which does not establish a trend.

Buffalo's Cleaning Crew LLC

Questions This Section Answers

• What do the November 2026 AI answer results show about Buffalo's Cleaning Crew LLC mentions, recommendations and placement?

Buffalo's Cleaning Crew LLC ranks 5 by recommendation count. Mentions: 3 (0.91%); recommendations: 1 (0.30%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).

Wording about the company: 1 positive, 2 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 33.3%. The net framing score was 0.33 (defined in Methodology).

2 mentions had no recorded recommendation. Of recorded recommendations, 0.00% were Top 3 and 0.00% were first-place.

From October 2026 to November 2026, Buffalo's Cleaning Crew LLC's mention count stayed at 3, while its recommendation count rose from 0 to 1. The recommendation rate was 0.00% and 0.30% respectively.

Buffalo's Cleaning Crew LLC records a handful of mentions and a single recommendation, so its ratio rests on a very small base. That recommendation was not placed in the top three or first. Framing was positive or neutral with no negatives. Its mention count held steady while its recommendation count moved from zero to one, a change too small to support broader inference.

ABC Cleaning Services

Questions This Section Answers

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

ABC Cleaning Services ranks 6 by recommendation count. Mentions: 0 (0.00%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).

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

0 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.

From October 2026 to November 2026, ABC Cleaning Services' mention count stayed at 0, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

ABC Cleaning Services records no mentions and no recommendations in the reviewed answers. These are measured zeros, not missing observations; placement counts are likewise zero, and ratios requiring a nonzero base are undefined. With no wording to classify, framing is unavailable. The prior month also recorded zeros, so the comparison shows no change in either count.

Elite Cleaning Helpers LLC

Questions This Section Answers

• What do the November 2026 AI answer results show about Elite Cleaning Helpers LLC mentions, recommendations and placement?

Elite Cleaning Helpers LLC ranks 6 by recommendation count. Mentions: 1 (0.30%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).

Wording about the company: 0 positive, 1 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 0.0%. The net framing score was 0.00 (defined in Methodology).

1 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.

From October 2026 to November 2026, Elite Cleaning Helpers LLC's mention count stayed at 1, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

Elite Cleaning Helpers LLC appears in a single answer, which was neutral and carried no recommendation. Its recommendation-to-mention ratio is therefore zero on a base of one, and placement counts are zero. Framing is neutral with no positive or negative wording. Both counts were unchanged from the prior month, a comparison across separate samples.

Just Ask LLC

Questions This Section Answers

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

Just Ask LLC ranks 6 by recommendation count. Mentions: 0 (0.00%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).

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

0 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.

From October 2026 to November 2026, Just Ask LLC's mention count stayed at 0, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

Just Ask LLC records no mentions and no recommendations in the reviewed answers. These are measured zeros rather than absent data; placement counts are zero and ratios requiring a nonzero base are undefined. With no mentions, framing is unavailable. The prior month also recorded zeros, so neither count changed in the comparison.

Maid U Smile LLC

Questions This Section Answers

• What do the November 2026 AI answer results show about Maid U Smile LLC mentions, recommendations and placement?

Maid U Smile LLC ranks 6 by recommendation count. Mentions: 0 (0.00%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).

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

0 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.

From October 2026 to November 2026, Maid U Smile LLC's mention count stayed at 0, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

Maid U Smile LLC records no mentions and no recommendations in the reviewed answers. These are measured zeros, not missing observations; placement counts are zero and ratios needing a nonzero base are undefined. Framing is unavailable because there is no wording to classify. The prior month also recorded zeros, so the comparison shows no change in either count.

Queen City Cleaning

Questions This Section Answers

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

Queen City Cleaning ranks 6 by recommendation count. Mentions: 0 (0.00%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).

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

0 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.

From October 2026 to November 2026, Queen City Cleaning's mention count fell from 1 to 0, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

Queen City Cleaning records no mentions and no recommendations in the reviewed answers. These are measured zeros, not missing observations; placement counts are zero and ratios requiring a nonzero base are undefined. Framing is unavailable with no wording to classify. Its mention count fell from a single appearance to none while recommendations stayed at zero; the separate samples do not explain the change.

Earlier ranking snapshot context

Questions This Section Answers

• How do the available Residential & Commercial Cleaning Services snapshots from October 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.

The earlier snapshot is a separate selected sample, not a like-for-like panel. Counts and rates moved in different directions for different companies, and smaller answer totals do not establish why any company's figures changed. Rank order held for the top five while several zero-recommendation companies shifted together. These comparisons describe recorded results only; they do not demonstrate improvement, loss of standing or causation.

What the November Rankings Show

Reach, recommendation, placement and framing answer distinct questions. Reach asks whether a company appeared; recommendation asks whether the answer affirmatively endorsed it; placement asks where within endorsements it sat; framing describes the wording around appearances. A company can be widely mentioned yet rarely recommended, or recommended consistently without reaching first place. Because placements nest inside recommendations, they cannot be summed as separate wins.

Methodology

Questions This Section Answers

• How were the November 2026 Residential & Commercial Cleaning Services 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; 10 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: usable observations came from all planned question categories, but the exact collection dates are unverified and the month label is the reporting period. Each company counts at most once per qualifying answer, and one answer can mention or recommend several companies, so company totals overlap. Recommendation requires both affirmative endorsement and positive wording. Net framing is a wording balance, not customer satisfaction. Monthly samples differ, so comparisons show recorded change without explaining it.