AEO for data virtualization software: AI search visibility ranking
How AI search engines rank data virtualization 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. Data virtualization software used to unify access across distributed sources without heavy replication, enabling analytics, governance, and operational data delivery. 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 evaluating data virtualization software, AI engines like ChatGPT, Claude, and others most frequently mention Denodo as the leading brand. With a visibility percentage of 37.5, Denodo is followed by Dremio and TIBCO Data Virtualization. These brands have a significant presence in responses from AI, indicating their market influence and known reliability.
The rankings favor brands that are frequently cited on reputable sources. Gartner.com and solutionsreview.com are among the most referenced domains, reflecting industry credibility and expert insights from trusted review aggregators. The presence of brand-specific sites like dremio.com suggests a focus on detailed product information from official pages, which influences AI responses.
For buyers considering their options, it's worth noting the emphasis AI engines place on recent reviews and third-party validation. Brands highly referenced provide substantial information and evidence of their topical authority. When choosing from this list, prioritize brands that maintain a visible presence in authoritative sources, as it signals reliability and relevance in the data virtualization space.
At a glance
What we observed in this category
Denodo leads the data virtualization software category with a composite score of 45.0, well ahead of second-placed Dremio at 31.2 and third-placed TIBCO Data Virtualization at 30.0. The category average visibility sits at just 7.6 percent, making Denodo's 37.5 percent visibility figure roughly five times the norm. This gap signals a two-tier market in AI mode: one brand with dominant presence, and a cluster of competitors fighting for the remaining share across 18 tracked brands.
A notable divergence between visibility and citation appears at ranks two and three. Dremio holds only 12.5 percent visibility yet achieves a 75.0 percent citation rate, the highest in the category. TIBCO Data Virtualization shows the inverse pattern, matching Denodo's 37.5 percent visibility but recording only a 12.5 percent citation rate. This means TIBCO is named frequently in AI responses but rarely trusted as a source link, while Dremio is cited as a reference even when not prominently featured in answers.
All ten tracked brands show Google AI Mode as their top engine, confirming the audit data is anchored entirely on that single surface. Among the top cited external sources, gartner.com and solutionsreview.com appear alongside vendor domains including dremio.com and atscale.com. The presence of smaller specialist sites such as promethium.ai, snicsolutions.com, and devopsschool.com in the top cited sources list suggests Google AI Mode is drawing on a broad, non-premium source mix when constructing answers in this category.
Movers & shakers since last refresh
Biggest visibility risers
-
TIBCO Data Virtualization 0% → 38% · rank #6 → #3+38pp
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AtScale 0% → 12% · rank #7 → #4+12pp
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Informatica 0% → 12% · rank #14 → #7+12pp
Biggest visibility fallers
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CData 38% → 12% · rank #2 → #5-25pp
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Data Virtuality 38% → 12% · rank #4 → #6-25pp
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Dremio 25% → 12% · rank #3 → #2-12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
denodo.com
|
38% | 62% | Google AI Mode |
Denodo leads with a composite score of 45.0 and visibility of 37.5 percent, nearly five times the category average of 7.6 percent, giving it clear separation from all peers. |
||||
| 2 |
dremio.com
|
12% | 75% | Google AI Mode |
Dremio's citation rate of 75.0 percent is the highest in the category despite visibility of only 12.5 percent, indicating AI treats its domain as a trusted reference source rather than a featured brand. |
||||
| 3 |
tibco.com
|
38% | 12% | Google AI Mode |
TIBCO Data Virtualization matches Denodo's visibility at 37.5 percent but records a citation rate of just 12.5 percent, showing high naming frequency without corresponding source trust from AI. |
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| 4 |
atscale.com
|
12% | 50% | Google AI Mode |
AtScale rose three rank positions and gained 12.5 percentage points in visibility while also increasing its citation rate by 37.5 points, making it the strongest all-round improver this period. |
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| 5 |
cdata.com
|
12% | 38% | Google AI Mode |
CData fell three rank positions from second to fifth after losing 25.0 percentage points of visibility, though its citation rate rose by 12.5 points, suggesting partial recovery in source trust. |
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| 6 |
datavirtuality.com
|
12% | 0% | Google AI Mode |
| 7 |
informatica.com
|
12% | 0% | Google AI Mode |
| 8 |
fivetran.com
|
0% | 12% | Google AI Mode |
| 9 |
k2view.com
|
0% | 12% | Google AI Mode |
| 10 |
ibm.com
|
0% | 12% | Google AI Mode |
| 11 |
reltio.com
|
0% | 0% | Google AI Mode |
| 12 |
adeptia.com
|
0% | 0% | Google AI Mode |
| 13 |
oracle.com
|
0% | 0% | Google AI Mode |
| 14 |
redhat.com
|
0% | 0% | Google AI Mode |
| 15 |
progress.com
|
0% | 0% | Google AI Mode |
| 16 |
mulesoft.com
|
0% | 0% | Google AI Mode |
| 17 |
starburst.io
|
0% | 0% | Google AI Mode |
| 18 |
sap.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on data virtualization 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 30 days and refresh this page automatically. How AI search ranking works →
Run an AEO audit on your own data virtualization 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 data virtualization software
Who leads AI visibility in data virtualization software?
Denodo leads with a composite score of 45.0 and visibility of 37.5 percent, nearly five times the category average of 7.6 percent. No other brand comes close on composite score, with second-placed Dremio at 31.2.
Which brand is most cited by AI in data virtualization software responses?
Dremio holds the highest citation rate at 75.0 percent despite a visibility score of only 12.5 percent. This means AI responses use dremio.com as a source reference more than any other vendor domain in the category.
What sources does AI cite most for data virtualization software research?
The top cited sources include gartner.com and solutionsreview.com alongside vendor domains dremio.com and atscale.com. Smaller specialist sites such as promethium.ai and devopsschool.com also appear in the top cited sources list.
Which brands have risen most in AI visibility for data virtualization software?
TIBCO Data Virtualization and AtScale both rose three rank positions this period, each gaining 12.5 percentage points of visibility from a previous base of zero. Informatica gained the most rank positions, rising seven places to rank seven.
Are there brands that are named in AI answers but not cited as sources?
Yes. TIBCO Data Virtualization has 37.5 percent visibility but only a 12.5 percent citation rate, and both Data Virtuality and Informatica have 12.5 percent visibility with a citation rate of zero.
Which engine is driving AI visibility in the data virtualization software category?
All ten tracked brands show Google AI Mode as their top engine, meaning the entire audit dataset is drawn from that single surface with no other engine contributing to brand visibility scores.