Product lifecycle management software: AI search visibility ranking (2026)
How AI search engines rank product lifecycle management software 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. Product lifecycle management software used to manage product data, engineering changes, collaboration, and commercialization from concept through end of life. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
Refreshed Jun 13, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
Aras and Propel jointly lead the PLM software category with identical visibility scores of 25.0% and composite scores of 17.5, both five times the category average of 5.0%. The gap between these two and the next tier (OpenBOM, Siemens Teamcenter, PTC Windchill, and Arena, all at 12.5%) is meaningful but not dominant. More striking is the complete absence of SAP PLM, Oracle Agile PLM, Autodesk Fusion Manage, and Dassault ENOVIA, all recording 0.0% visibility despite their significant market presence.
Citation patterns reveal a sharp divergence between being named and being trusted as a source. Aras and Propel each hold 25.0% visibility but 0.0% citation, meaning AI surfaces them in responses without linking to their content. OpenBOM is the only brand achieving parity between visibility and citation, both at 12.5%, making it the sole example of a brand whose own domain the AI treats as a citable reference. The category average citation rate of 0.6% confirms that citation is rare across the board.
The top cited sources in this category are predominantly third-party platforms: youtube.com, reddit.com, gartner.com, g2.com, softwarepath.com, viewpointanalysis.com, and cpoclub.com appear before most vendor domains. The only vendor domain in the cited sources list is openbom.com, consistent with OpenBOM's 12.5% citation score. This pattern indicates Google AI Mode is anchoring its PLM responses on review aggregators, analyst content, and community discussion rather than vendor websites.
Movers & shakers since last refresh
Biggest visibility risers
-
Propel 12% → 25% · rank #0 → #2+12pp
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PTC Windchill 0% → 12% · rank #0 → #5+12pp
Biggest visibility fallers
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Aras 38% → 25% · rank #0 → #1-12pp
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Siemens Teamcenter 25% → 12% · rank #0 → #4-12pp
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Arena 25% → 12% · rank #0 → #6-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
aras.com
|
25% | 0% | Google AI Mode |
Aras leads with 25.0% visibility, five times the 5.0% category average, but holds 0.0% citation and has fallen from 37.5% visibility in the prior period. |
||||
| 2 |
propelsoftware.com
|
25% | 0% | Google AI Mode |
Propel matches Aras at 25.0% visibility and 17.5 composite score, with 0.0% citation, and is the category's biggest riser, up 12.5 percentage points from the prior period. |
||||
| 3 |
openbom.com
|
12% | 12% | Google AI Mode |
OpenBOM is the only brand among the top 20 where visibility and citation are equal at 12.5%, and its domain is the sole vendor URL in the top cited sources list. |
||||
| 4 |
siemens.com
|
12% | 0% | Google AI Mode |
Siemens Teamcenter sits at 12.5% visibility with 0.0% citation and a composite score of 8.8, having fallen from 25.0% visibility in the prior period alongside Arena. |
||||
| 5 |
ptc.com
|
12% | 0% | Google AI Mode |
PTC Windchill entered the ranked set this period, rising from 0.0% to 12.5% visibility with a 12.5 point delta, though it carries 0.0% citation and an 8.8 composite score. |
||||
| 6 |
arenasolutions.com
|
12% | 0% | Google AI Mode |
| 7 |
3ds.com
|
0% | 0% | Google AI Mode |
| 8 |
autodesk.com
|
0% | 0% | Google AI Mode |
| 9 |
oracle.com
|
0% | 0% | Google AI Mode |
| 10 |
sap.com
|
0% | 0% | Google AI Mode |
| 11 |
centricsoftware.com
|
0% | 0% | Google AI Mode |
| 12 |
omnifysoft.com
|
0% | 0% | Google AI Mode |
| 13 |
mastercontrol.com
|
0% | 0% | Google AI Mode |
| 14 |
infor.com
|
0% | 0% | Google AI Mode |
| 15 |
accruent.com
|
0% | 0% | Google AI Mode |
| 16 |
lascom.com
|
0% | 0% | Google AI Mode |
| 17 |
solidworks.com
|
0% | 0% | Google AI Mode |
| 18 |
ptc.com
|
0% | 0% | Google AI Mode |
| 19 |
jamasoftware.com
|
0% | 0% | Google AI Mode |
| 20 |
valdata.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on product lifecycle 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 product lifecycle 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 product lifecycle management software AI visibility
Who leads AI visibility in PLM software?
Aras and Propel jointly lead with 25.0% visibility each, both scoring a composite of 17.5 and both appearing exclusively in Google AI Mode responses.
Which PLM brand is most cited by Google AI Mode?
OpenBOM is the only brand achieving a non-zero citation rate, at 12.5%, and is the only vendor domain appearing in the top cited sources list for this category.
What sources does Google AI Mode anchor on for PLM software research?
The top cited sources are youtube.com, reddit.com, gartner.com, viewpointanalysis.com, cpoclub.com, softwarepath.com, openbom.com, and g2.com, heavily favouring third-party and community platforms over vendor sites.
Do large enterprise PLM vendors like SAP or Oracle appear in AI responses?
SAP PLM, Oracle Agile PLM, Autodesk Fusion Manage, and Dassault ENOVIA all record 0.0% visibility and 0.0% citation in the current audit period.
Which PLM brands gained the most AI visibility in the latest period?
Propel gained 12.5 percentage points to reach 25.0% visibility, and PTC Windchill entered the ranked set rising from 0.0% to 12.5%, making them the two biggest risers.
Is high AI visibility in PLM software correlated with being cited?
No. The top two brands by visibility (Aras and Propel, both at 25.0%) hold 0.0% citation, while the category average citation rate is just 0.6%, indicating visibility and citation are largely decoupled in this category.