Maintenance management software: AI search visibility ranking (2026)
How AI search engines rank maintenance management software by visibility and citations. 19 brands measured monthly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Maintenance management software used to schedule preventive work, track assets, coordinate technicians, and improve facility uptime. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
Refreshed Jun 19, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
Limble leads the maintenance management software category with a visibility score of 62.5%, up from 25.0% in the previous period, a rise of 37.5 percentage points that moved it from rank 4 to rank 1. UpKeep sits second at 50.0% visibility, while MaintainX and Fiix share third place at 37.5% each. The gap between Limble and the category average of 13.2% is substantial, meaning the AI is surfacing Limble in nearly five times as many responses as a typical brand in this set.
Across all 10 tracked brands, citation rates are effectively zero, with only MPulse recording any citation activity at 12.5% and zero visibility. This creates a clean split: brands like Limble and UpKeep are named frequently but never cited as a source, while MPulse is cited but never named in responses. No brand in this category achieves meaningful scores on both dimensions simultaneously, indicating that AI visibility and citation trust are operating on entirely separate tracks here.
Google AI Mode is the dominant engine for every brand in this dataset, with no alternative engine listed for any of the 10 tracked brands. The top cited sources in the category are youtube.com, reddit.com, capterra.com, and several niche or competitor-adjacent domains including tmasystems.com, accruent.com, connecteam.com, opsima.com, and quickbase.com. This suggests Google AI Mode is anchoring its responses on third-party review and community content rather than on the vendor domains themselves.
Movers & shakers since last refresh
Biggest visibility risers
-
Limble 25% → 62% · rank #4 → #1+38pp
-
UpKeep 38% → 50% · rank #1 → #2+12pp
-
Fiix 25% → 38% · rank #3 → #4+12pp
Biggest visibility fallers
-
Hippo CMMS 12% → 0% · rank #6 → #10-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
limblecmms.com
|
62% | 0% | Google AI Mode |
Limble leads with 62.5% visibility, nearly five times the 13.2% category average, after the largest single-period visibility gain recorded in this dataset at plus 37.5 points. |
||||
| 2 |
upkeep.com
|
50% | 0% | Google AI Mode |
UpKeep holds second place at 50.0% visibility, down one rank from first despite a 12.5-point visibility increase, suggesting Limble's faster growth displaced it at the top. |
||||
| 3 |
maintainx.com
|
38% | 0% | Google AI Mode |
MaintainX shares a 37.5% visibility score and a composite score of 26.2 with Fiix, placing third by rank with no citation activity to differentiate it from its peer. |
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| 4 |
fiixsoftware.com
|
38% | 0% | Google AI Mode |
Fiix matches MaintainX at 37.5% visibility but lost 12.5 citation points this period, making it the only top-5 brand to record a negative citation delta in the current cycle. |
||||
| 5 |
sap.com
|
25% | 0% | Google AI Mode |
SAP sits at 25.0% visibility, roughly double the 13.2% category average, but its composite score of 17.5 trails the top four brands by a wide margin despite its brand scale. |
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| 6 |
ibm.com
|
12% | 0% | Google AI Mode |
| 7 |
emaint.com
|
12% | 0% | Google AI Mode |
| 8 |
brightlysoftware.com
|
12% | 0% | Google AI Mode |
| 9 |
mpulsesoftware.com
|
0% | 12% | Google AI Mode |
| 10 |
hippocmms.com
|
0% | 0% | Google AI Mode |
| 11 |
gofmx.com
|
0% | 0% | Google AI Mode |
| 12 |
servicechannel.com
|
0% | 0% | Google AI Mode |
| 13 |
oracle.com
|
0% | 0% | Google AI Mode |
| 14 |
fracttal.com
|
0% | 0% | Google AI Mode |
| 15 |
cryotos.com
|
0% | 0% | Google AI Mode |
| 16 |
clickmaint.com
|
0% | 0% | Google AI Mode |
| 17 |
coastapp.com
|
0% | 0% | Google AI Mode |
| 18 |
micromain.com
|
0% | 0% | Google AI Mode |
| 19 |
maxpanda.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on maintenance management software, these are the domains Google AI Mode cited most often. If you're not on this list — or if your competitors are — that's a concrete PR / linkbuilding target.
How to read this ranking
Four things worth knowing before you act on the numbers above. These are the same definitions across every industry page — for category-specific observations, see the What we observed section above (where available) and the per-brand insights inline in the ranking.
Visibility = being named
A brand's visibility % is the share of AI answers that mention it by name in the response prose. This is who AI engines actively recommend to the buyer.
Citation rate = being trusted
Citation rate is the share of AI answers that include the brand's domain as a clickable source link. This is what the AI treats as authoritative evidence — different from being named.
Top engine differs by brand
The "top engine" column shows which AI surface each brand performs best on. Big gaps between a brand's score across engines usually points to specific content or schema gaps.
Rankings move month to month
AI engines re-crawl and re-rank on shorter cycles than classical search. We re-audit every brand on this list at least every 30 days and refresh this page automatically.
Get your own maintenance management software brand audited
The brands above were curated from public market-leader lists. Want the same measurement against your own brand — including the queries you appear on, which competitors get named instead, and a prioritised fix list? Run a free preview.
Frequently asked about maintenance management software AI visibility
Who leads AI visibility in maintenance management software?
Limble leads with 62.5% visibility and a composite score of 43.8, having risen from rank 4 to rank 1 with a visibility gain of 37.5 percentage points in the most recent period.
What sources does Google AI Mode cite most for maintenance management software research?
The top cited sources include youtube.com, reddit.com, capterra.com, tmasystems.com, accruent.com, connecteam.com, opsima.com, and quickbase.com, none of which are the primary vendor domains being tracked.
Which brands are named in AI responses but not cited as trusted sources?
Every brand with measurable visibility, including Limble at 62.5% and UpKeep at 50.0%, carries a citation rate of 0.0%, meaning they are named frequently but never cited as a reference source by Google AI Mode.
Is there any brand that is cited but not visible in AI responses?
MPulse is the only brand in this pattern, recording a 12.5% citation rate alongside 0.0% visibility, meaning it appears as a referenced source but is not named in AI-generated brand recommendations.
How does the category average compare to the top brands?
The category average visibility is 13.2%, while Limble sits at 62.5% and UpKeep at 50.0%, placing both well above the field and indicating a highly concentrated visibility distribution at the top.
Which brand has seen the biggest decline in AI visibility?
Hippo CMMS dropped four ranks from position 6 to position 10, losing 12.5 visibility points to reach 0.0% visibility, making it the steepest faller in the current period.