Enterprise architecture software: AI search visibility ranking (2026)
How AI search engines rank enterprise architecture software by visibility and citations. 18 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. 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 →
Refreshed Jun 19, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
Ardoq leads the enterprise architecture software category with a composite score of 37.5, achieved by matching its visibility and citation rates exactly at 37.5% each. BiZZdesign shares the same visibility score but holds a composite of only 26.2 because its citation rate is zero. That 11.3-point composite gap between two brands at identical visibility illustrates how citation quality, not just mention frequency, determines the ranking ceiling in this category.
The divergence between being named and being cited is stark across this category. BiZZdesign and LeanIX both register 37.5% and 25% visibility respectively, yet neither earns a single citation, while Ardoq converts every visibility point into a citation. Sparx Systems sits in between, with 25% visibility but only 12.5% citation rate. Five of the ten ranked brands score zero on both metrics, confirming that AI naming and AI trusting are very different outcomes here.
Google AI Mode is the sole engine driving visibility for every brand in this dataset, with no other engine recorded as a top source for any brand. The AI appears to anchor on third-party authority sources, with gartner.com and reddit.com appearing first and second among cited sources, ahead of any vendor domain. Ardoq.com is the only brand domain appearing in the top cited sources list, which directly explains why Ardoq alone achieves citation parity with its visibility score.
Movers & shakers since last refresh
Biggest visibility fallers
-
LeanIX 62% → 25% · rank #1 → #4-38pp
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BiZZdesign 62% → 38% · rank #2 → #2-25pp
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Ardoq 50% → 38% · rank #3 → #1-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
ardoq.com
|
38% | 38% | Google AI Mode |
Ardoq is the only brand achieving citation parity with its visibility, both at 37.5%, placing it 29.2 points above the 8.3% category average on visibility and giving it the highest composite score of 37.5. |
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| 2 |
bizzdesign.com
|
38% | 0% | Google AI Mode |
BiZZdesign matches Ardoq on visibility at 37.5% but holds a zero citation rate, cutting its composite score to 26.2 and marking a 25-point visibility decline from its previous 62.5% reading. |
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| 3 |
sparxsystems.com
|
25% | 12% | Google AI Mode |
Sparx Systems sits at 25% visibility and 12.5% citation rate, making it the only mid-tier brand to partially convert visibility into citations, yielding a composite score of 21.2. |
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| 4 |
leanix.net
|
25% | 0% | Google AI Mode |
LeanIX fell from rank 1 to rank 4 with a 37.5-point visibility drop to 25%, while its citation rate remained at zero, leaving a composite of 17.5 and no citation recovery to offset the decline. |
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| 5 |
mega.com
|
12% | 0% | Google AI Mode |
MEGA scores 12.5% visibility with zero citations and a composite of 8.8, exactly matching the category average on visibility but failing to convert any appearances into trusted AI citations. |
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| 6 |
mega.com
|
12% | 0% | Google AI Mode |
| 7 |
orbussoftware.com
|
0% | 0% | Google AI Mode |
| 8 |
servicenow.com
|
0% | 0% | Google AI Mode |
| 9 |
avolutionsoftware.com
|
0% | 0% | Google AI Mode |
| 10 |
softwareag.com
|
0% | 0% | Google AI Mode |
| 11 |
valueblue.com
|
0% | 0% | Google AI Mode |
| 12 |
dragon1.com
|
0% | 0% | Google AI Mode |
| 13 |
adoit-community.com
|
0% | 0% | Google AI Mode |
| 14 |
signavio.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 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 enterprise architecture 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 enterprise architecture software AI visibility
Who leads AI visibility in enterprise architecture software?
Ardoq leads with a composite score of 37.5, the highest in the category, driven by matching visibility and citation rates both sitting at 37.5%. BiZZdesign shares the same visibility but scores lower due to zero citations.
What sources does Google AI Mode cite most for enterprise architecture software research?
The top cited sources in this category are gartner.com and reddit.com, followed by erstudio.com, ardoq.com, youtube.com, enterprise-architecture.org, catio.tech, and infotech.com. Ardoq is the only vendor domain appearing in that cited sources list.
Which brands have high visibility but zero citations in this category?
BiZZdesign at 37.5% and LeanIX at 25% both register meaningful visibility scores yet hold a 0% citation rate, indicating the AI mentions them without treating their domains as trusted reference sources.
How has AI visibility changed for top enterprise architecture brands recently?
All three recorded movers saw visibility fall: LeanIX dropped 37.5 points from 62.5% to 25%, BiZZdesign fell 25 points, and Ardoq declined 12.5 points, though Ardoq offset this with a 25-point gain in citations. No brands recorded visibility gains in this audit period.
What is the average AI visibility score for enterprise architecture software brands?
The category average visibility is 8.3% and the average citation rate is 2.8% across 18 brands, meaning most brands in this space have very limited or zero AI presence. Five of the ten audited brands score zero on both metrics.
Which AI engine dominates coverage of enterprise architecture software?
Google AI Mode is recorded as the top engine for every single brand in this dataset, with no other engine appearing as a top source for any brand in the category.