September 2026 snapshot · 72 AI answers Contested

Commercial Cleaning & Janitorial: AI Visibility Ranking

Field service and workforce software for commercial cleaning and janitorial companies covering scheduling, crews, and inspections. Right now, Swept is the brand AI assistants recommend most, with a Visibility Score of 59 and the #1 spot in 40% of answers. Head-to-head: Swept vs Jobber →

These rankings are measured from what the three models know from training, not a live web search. When the models DO search the web, see which sources they cite. Methodology.

Swept and Jobber are nearly tied with no separator in sight.

Two points separate Swept and Jobber at the top, which is close enough that model mix alone could flip the order in any given buying conversation. Jobber actually gets mentioned more often at 68% of answers versus Swept's 64%, but Swept converts that presence into first-pick status at 40% compared to Jobber's 22%, suggesting the two brands win on different terms. Below those two, Janitorial Manager holds a real third position while ZenMaid and Housecall Pro trail with thin presence and almost no top-of-list citations.

AI-generated analysis of the September 2026 measurements.

#	Brand	Visibility Score	Trend (2 mo)	Mention rate	Avg. position	#1 pick rate	Models
1	Swept	59 ±3.3	flat	64%	1.7	40%	ChatGPT #1 Claude #2 Gemini #1
2	Jobber	57 ±4.9	flat	68%	2.6	22%	ChatGPT #2 Claude #1 Gemini #2
3	Janitorial Manager	43 ±5.8	flat	50%	2.3	15%	ChatGPT #4 Claude #4 Gemini #3
4	ZenMaid	36 ±4.7	flat	46%	3.1	7%	ChatGPT #3 Claude #5 Gemini #5
5	Housecall Pro	25 ±4.8	flat	38%	4.4	1%	ChatGPT #5 Claude #3 Gemini #8
6	Connecteam	18 ±4.6	flat	28%	4.6	0%	ChatGPT #7 Claude #12 Gemini #4
7	CleanTelligent	13 ±6	flat	15%	2.7	1%	ChatGPT #6 Claude #7 Gemini
8	Launch27	9 ±4.2	flat	13%	3.8	0%	ChatGPT #9 Claude #9 Gemini #9
9	Aspire	9 ±4.2	flat	13%	3.9	0%	ChatGPT Claude #11 Gemini #7
10	PocketSuite	7 ±1.7	flat	10%	3.4	0%	ChatGPT Claude Gemini #6
11	ServiceTrade	7 ±3.6	flat	8%	3.2	0%	ChatGPT Claude #6 Gemini
12	CleanGuru	6 ±4	flat	10%	4.7	0%	ChatGPT #8 Claude #13 Gemini
13	ServiceTitan	6 ±3.5	flat	10%	4.9	0%	ChatGPT #11 Claude #8 Gemini
14	Service Autopilot	5 ±4.3	flat	7%	4.0	0%	ChatGPT #12 Claude #10 Gemini
15	Square Appointments	5 ±3.1	flat	7%	4.0	0%	ChatGPT #10 Claude Gemini #10

The ± under each score is the reliability band: how much the number would move if we re-ran the identical measurement. It is tight because each prompt is sampled multiple times. It is not the same as how much the ranking depends on which prompts we ask — a separate, wider figure shown on hover.

Just below the cutoff: Square (4.3), mHelpDesk (4.2), Microsoft Entra ID (3.8), Google Workspace (3.3), Okta (3.3). 83 brands were scored in this category; the leaderboard shows the top 15.

Visibility Score: position-weighted presence across all measured answers, 0 to 100. A score of 100 means the brand was the first recommendation in every answer. Every point in a trend line is a live monthly measurement; there is no modeled or backfilled history. Full methodology.

Openness 41/100: the share of this category's recommendation weight not held by the leader.

Compare brands in Commercial Cleaning & Janitorial head-to-head → · Explore the prompt tree →

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Do the models agree?

Per-model Visibility Scores for the top 10. A long gray bar means the three assistants disagree about the brand. Hover a row for exact values.

ChatGPT Claude Gemini

Where they land in the answer

When a brand is mentioned, where does it appear? Box shows the middle 50% of positions, the thick line is the median, whiskers are the extremes. Hover a row for the detail.