AEO for enterprise architecture software: AI search visibility ranking
How AI search engines rank enterprise architecture software by visibility and citations. 18 brands measured quarterly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Enterprise architecture software used to map business capabilities, application portfolios, processes, and technology dependencies for transformation planning and governance. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
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When buyers inquire about Enterprise architecture software, AI engines frequently point to Ardoq as the leader, with a visibility percentage of 25.0. LeanIX and Sparx Systems also receive notable mentions. Ardoq's dominance is evident in its citation rate, with 75.0 percent of references from AI engines highlighting its platforms and solutions.
The rankings are shaped by the sources AI engines cite, with top domains including google.com, gartner.com, and reddit.com. The presence of aggregator and review sites means brands with strong visibility and user feedback are favored. Ardoq's own site and youtube.com are also key in driving its high citation percentage.
For buyers assessing these options, AI engines value platforms with contemporary reviews, third-party validations, and demonstrated authority in specific subcategories. When evaluating brands, consider those with fresh insights and verified expertise, as they will likely offer robust solutions backed by substantial recognition in the field.
At a glance
What we observed in this category
Ardoq leads the enterprise architecture software category with a composite score of 40.0, built on a citation rate of 75.0% against a visibility of only 25.0%. That citation-to-visibility ratio is the highest in the category and sits well above the average citation rate of 8.3%. LeanIX holds rank two with a higher visibility of 37.5% but a far lower citation rate of 25.0%, giving it a composite score of 33.8. The gap between first and second place reflects a meaningful difference in how AI Mode treats these two brands as sources worth quoting versus simply mentioning.
BiZZdesign illustrates the clearest divergence between visibility and citation in this dataset. It matches LeanIX on visibility at 37.5% but records a citation rate of 0.0%, making it named frequently in AI responses but never used as a trusted source. Dragon1 presents the inverse pattern, with 0.0% visibility yet a 12.5% citation rate, meaning AI Mode cites it without naming it in direct recommendations. This visibility-citation split suggests that being mentioned in AI answers and being treated as an authoritative reference are two distinct AEO outcomes in this category.
Google AI Mode is the sole engine driving scores across all 18 brands in this audit, and the cited sources reveal where it anchors its responses. Gartner.com and enterprise-architecture.org appear alongside brand-owned domains such as ardoq.com and sparxsystems.com, indicating that AI Mode blends analyst and community sources with vendor content. Reddit.com and YouTube also appear in the top cited sources, suggesting the AI draws on user-generated and video content when constructing answers about enterprise architecture tools. Six of the ten ranked brands score 0.0 composite, pointing to a highly concentrated AEO landscape.
Movers & shakers since last refresh
Biggest visibility fallers
-
LeanIX 62% → 38% · rank #1 → #2-25pp
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BiZZdesign 62% → 38% · rank #3 → #4-25pp
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ServiceNow 25% → 0% · rank #6 → #7-25pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
ardoq.com
|
25% | 75% | Google AI Mode |
Ardoq leads all 18 brands with a composite score of 40.0, driven by a 75.0% citation rate that is nine times the category average of 8.3%. |
||||
| 2 |
leanix.net
|
38% | 25% | Google AI Mode |
LeanIX has the highest visibility in the top five at 37.5% but its citation rate of 25.0% lags Ardoq's by 50 percentage points, and its visibility has fallen 25 points from the prior period. |
||||
| 3 |
sparxsystems.com
|
25% | 38% | Google AI Mode |
Sparx Systems achieves a balanced profile with 25.0% visibility and 37.5% citation rate, and its domain appears directly in the top cited sources list for this category. |
||||
| 4 |
bizzdesign.com
|
38% | 0% | Google AI Mode |
BiZZdesign matches LeanIX on visibility at 37.5% but records a 0.0% citation rate, indicating AI Mode surfaces it by name without treating it as a citable source. |
||||
| 5 |
avolutionsoftware.com
|
12% | 0% | Google AI Mode |
Avolution sits at the bottom of the scoring brands with a composite score of 8.8, reflecting 12.5% visibility and a 0.0% citation rate well below all ranked peers. |
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| 6 |
dragon1.com
|
0% | 12% | Google AI Mode |
| 7 |
servicenow.com
|
0% | 0% | Google AI Mode |
| 8 |
adoit-community.com
|
0% | 0% | Google AI Mode |
| 9 |
signavio.com
|
0% | 0% | Google AI Mode |
| 10 |
mega.com
|
0% | 0% | Google AI Mode |
| 11 |
orbussoftware.com
|
0% | 0% | Google AI Mode |
| 12 |
softwareag.com
|
0% | 0% | Google AI Mode |
| 13 |
valueblue.com
|
0% | 0% | Google AI Mode |
| 14 |
mega.com
|
0% | 0% | Google AI Mode |
| 15 |
capsifi.com
|
0% | 0% | Google AI Mode |
| 16 |
qualiware.com
|
0% | 0% | Google AI Mode |
| 17 |
erwin.com
|
0% | 0% | Google AI Mode |
| 18 |
iriusrisk.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on enterprise architecture 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 AEO 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. More on visibility →
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. More on citation rate →
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. How AI engines pick sources →
AEO 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 90 days and refresh this page automatically. How AI search ranking works →
Run an AEO audit on your own enterprise architecture software brand
The brands above were curated from public market-leader lists. Want the same answer engine optimisation 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 AEO for enterprise architecture software
Who leads AEO in enterprise architecture software?
Ardoq leads with a composite score of 40.0, built primarily on a 75.0% citation rate that is far above the category average of 8.3%. Its domain also appears directly in the top cited sources list used by Google AI Mode.
What sources does AI cite most for enterprise architecture software research?
Google AI Mode anchors on a mix of analyst sites (gartner.com), community resources (enterprise-architecture.org, reddit.com), video (youtube.com), and vendor-owned domains including ardoq.com and sparxsystems.com.
How does visibility differ from citation in this category, and why does it matter for AEO?
BiZZdesign is named at 37.5% visibility but cited 0.0% of the time, while Dragon1 is cited 12.5% of the time despite 0.0% visibility, showing that appearing in AI answers and being used as a trusted source are separate AEO outcomes.
Which brands have lost the most AEO ground recently in enterprise architecture software?
LeanIX, BiZZdesign, and ServiceNow each fell 25 visibility points in the most recent period, with ServiceNow dropping from 25.0% visibility to 0.0% and losing its rank-6 position entirely.
How concentrated is AEO performance across the enterprise architecture software category?
Performance is highly concentrated: 6 of the 10 ranked brands score 0.0 composite, and the category average visibility is only 7.6%, meaning a small number of brands capture almost all AI answer presence.
Does having a high visibility score guarantee strong AEO performance in this category?
No. BiZZdesign and LeanIX both show 37.5% visibility but have citation rates of 0.0% and 25.0% respectively, while Ardoq achieves the top composite score with only 25.0% visibility and a 75.0% citation rate.