Computerized maintenance management systems: AI search visibility ranking (2026)
How AI search engines rank computerized maintenance management systems by visibility and citations. 20 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. CMMS platforms used to schedule preventive maintenance, manage assets, track work orders, and improve equipment uptime across facilities and operations. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
Refreshed Jun 15, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
UpKeep holds the top rank in the CMMS category with a composite score of 12.5, identical to its visibility and citation percentages. MaintainX and Fiix share the same 12.5 visibility score but carry zero citation percentage, giving them composite scores of 8.8 each. The gap between UpKeep and the rest of the top five is therefore not about mention frequency but about citation trust. Ranks 4 through 10, including Limble and eMaint, record zero across all three metrics.
MaintainX and Fiix illustrate a clear divergence between being named in AI responses and being cited as a source. Both appear in 12.5 percent of responses yet receive no citations, while UpKeep achieves parity between its visibility and citation rates at 12.5 percent each. This pattern means AI Mode describes MaintainX and Fiix as options but does not anchor on their domains as reference material. UpKeep is the only brand in the category where named visibility converts directly into citation trust.
The top cited sources list reveals that Google AI Mode draws on third-party and competitor-adjacent domains more than most CMMS brand sites. YouTube, g2.com, tmasystems.com, accruent.com, facilio.com, maintainly.com, and tractian.com all appear before most brand domains in citation data. Only upkeep.com from the ranked brand set appears in that cited sources list. The category average visibility sits at 1.9 percent and average citation at 0.6 percent, confirming that AI coverage in CMMS is highly concentrated in a small cluster of brands and external review or content sources.
Movers & shakers since last refresh
Biggest visibility risers
-
UpKeep 0% → 12% · rank #0 → #1+12pp
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MaintainX 0% → 12% · rank #0 → #2+12pp
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Fiix 0% → 12% · rank #0 → #3+12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
upkeep.com
|
12% | 12% | Google AI Mode |
UpKeep is the only CMMS brand achieving citation parity with its visibility, both at 12.5 percent, placing it well above the category citation average of 0.6 percent. |
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| 2 |
maintainx.com
|
12% | 0% | Google AI Mode |
MaintainX matches UpKeep on visibility at 12.5 percent but records zero citation percentage, producing a composite score of 8.8 versus UpKeep's 12.5. |
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| 3 |
fiixsoftware.com
|
12% | 0% | Google AI Mode |
Fiix shares MaintainX's exact profile, 12.5 percent visibility and zero citations, resulting in the same composite score of 8.8 and no presence in the top cited sources list. |
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| 4 |
limblecmms.com
|
0% | 0% | Google AI Mode |
Limble scores zero across visibility, citation, and composite metrics despite being a ranked brand, reflecting the sharp drop-off that begins at rank 4 in this category. |
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| 5 |
emaint.com
|
0% | 0% | Google AI Mode |
eMaint records zero visibility and zero citations, matching Limble and every other brand from rank 4 onward, far below the already low category average of 1.9 percent visibility. |
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| 6 |
fracttal.com
|
0% | 0% | Google AI Mode |
| 7 |
hippocmms.com
|
0% | 0% | Google AI Mode |
| 8 |
mpulsesoftware.com
|
0% | 0% | Google AI Mode |
| 9 |
gofmx.com
|
0% | 0% | Google AI Mode |
| 10 |
assetworks.com
|
0% | 0% | Google AI Mode |
| 11 |
micromain.com
|
0% | 0% | Google AI Mode |
| 12 |
brightlysoftware.com
|
0% | 0% | Google AI Mode |
| 13 |
ibm.com
|
0% | 0% | Google AI Mode |
| 14 |
infor.com
|
0% | 0% | Google AI Mode |
| 15 |
managerplus.com
|
0% | 0% | Google AI Mode |
| 16 |
coastapp.com
|
0% | 0% | Google AI Mode |
| 17 |
clickmaint.com
|
0% | 0% | Google AI Mode |
| 18 |
maintenancecare.com
|
0% | 0% | Google AI Mode |
| 19 |
eworkorders.com
|
0% | 0% | Google AI Mode |
| 20 |
brightlysoftware.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on computerized maintenance management systems, 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 computerized maintenance management systems 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 computerized maintenance management systems AI visibility
Who leads AI visibility in the CMMS category?
UpKeep leads with a composite score of 12.5, the only brand in the category where visibility and citation percentage are equal. MaintainX and Fiix share the same visibility score but receive no citations.
What is the average AI visibility for CMMS brands?
The category average visibility is 1.9 percent and the average citation rate is 0.6 percent, indicating that AI coverage is heavily concentrated in just three brands.
Which sources does Google AI Mode cite most for CMMS research?
The top cited sources include youtube.com, g2.com, tmasystems.com, accruent.com, facilio.com, maintainly.com, tractian.com, and upkeep.com, meaning third-party and review sites dominate over brand-owned domains.
Do all top-ranked CMMS brands receive citations from Google AI Mode?
No. Only UpKeep appears in the cited sources list. MaintainX and Fiix both have 12.5 percent visibility but zero citation percentage, and every brand from rank 4 downward has no citations at all.
Which engine drives CMMS AI visibility in this audit?
Google AI Mode is the top engine for every brand in the dataset, and all recorded visibility and citation activity in this audit originates from that single engine.
How concentrated is AI visibility in the CMMS category?
Extremely concentrated. Three brands, UpKeep, MaintainX, and Fiix, account for all measurable visibility, while the remaining 17 brands in the 20-brand dataset record zero across all metrics.