AEO for data lineage software: AI search visibility ranking
How AI search engines rank data lineage software by visibility and citations. 20 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. Data lineage platforms used to map data flows, trace dependencies, improve governance, assess change impact, and document pipelines across the modern data stack. 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 ask about Data lineage software, AI engines frequently identify Collibra as the leader, with a visibility percentage of 50.0. Other top brands mentioned include Atlan and IBM. This demonstrates Collibra's strong presence and reputation in the field, setting it apart from its competitors in the analytics category.
The rankings are influenced by the top cited sources, which include websites such as reddit.com and puppygraph.com as well as dedicated industry sites like ovaledge.com and atlan.com. These domains are often aggregator and review sites, providing AI engines with a wide range of user experiences and expert opinions that shape their recommendations.
For buyers evaluating options, it’s important to consider that AI engines value recent reviews and third-party validation. This means brands that are frequently updated and validated by reliable sources tend to perform better in rankings. Paying attention to topical authority on Data lineage software specifically can guide a more informed decision from this list.
At a glance
What we observed in this category
Collibra leads the data lineage software category with a visibility score of 50.0%, more than 12 points above the next closest brands, Atlan and IBM, both at 37.5%. That gap is significant because the category average visibility sits at just 11.9%, meaning Collibra appears roughly four times more often than a typical brand in this space. Collibra also rose from rank 4 to rank 1 this period, adding 12.5 visibility points, which reinforces its momentum rather than suggesting a plateau.
The most striking divergence between visibility and citation belongs to Ataccama and IBM. Ataccama holds zero visibility yet commands a 75.0% citation rate, the highest in the category, meaning AI surfaces its domain as a trusted source even when not naming it as a brand. IBM sits at the opposite extreme, with 37.5% visibility and 0.0% citations. Collibra itself shows a similar imbalance, named 50.0% of the time but cited only 12.5%, while Atlan is the only top-5 brand where visibility and citation are in balance at 37.5% each.
Google AI Mode is the top engine for every brand in this dataset without exception, indicating the audit is anchored entirely on that single engine. Among cited sources, reddit.com appears first in the list, followed by smaller specialist sites such as puppygraph.com, ovaledge.com, and gudusoft.com, alongside the brand-owned domains ataccama.com and atlan.com. This pattern suggests AI is drawing heavily on community discussion and third-party comparison content rather than vendor documentation when generating answers about data lineage software.
Movers & shakers since last refresh
Biggest visibility risers
-
IBM 12% → 38% · rank #7 → #3+25pp
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DataHub 0% → 25% · rank #14 → #7+25pp
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Collibra 38% → 50% · rank #4 → #1+12pp
Biggest visibility fallers
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Informatica 50% → 12% · rank #3 → #8-38pp
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Atlan 50% → 38% · rank #1 → #2-12pp
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Ataccama 12% → 0% · rank #5 → #4-12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
collibra.com
|
50% | 12% | Google AI Mode |
Collibra leads at 50.0% visibility, more than four times the 11.9% category average, but its 12.5% citation rate signals weak source authority despite high brand mention frequency. |
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| 2 |
atlan.com
|
38% | 38% | Google AI Mode |
Atlan is the only top-5 brand with equal visibility and citation rates (both 37.5%), though it fell from rank 1 and lost 50.0 citation points versus the prior period. |
||||
| 3 |
ibm.com
|
38% | 0% | Google AI Mode |
IBM jumped from rank 7 to rank 3 with a 25.0-point visibility gain, yet retains 0.0% citation rate, meaning AI names IBM but never anchors answers on its domain. |
||||
| 4 |
ataccama.com
|
0% | 75% | Google AI Mode |
Ataccama is an outlier with 0.0% visibility but 75.0% citation rate, the highest in the category, indicating AI treats its site as a reference source without naming it as a vendor. |
||||
| 5 |
alation.com
|
25% | 12% | Google AI Mode |
Alation sits at 25.0% visibility and 12.5% citation rate, both above the category averages of 11.9% and 6.9%, placing it as a mid-tier but consistently present brand. |
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| 6 |
manta.com
|
25% | 0% | Google AI Mode |
| 7 |
datahubproject.io
|
25% | 0% | Google AI Mode |
| 8 |
informatica.com
|
12% | 0% | Google AI Mode |
| 9 |
montecarlodata.com
|
12% | 0% | Google AI Mode |
| 10 |
solidatus.com
|
12% | 0% | Google AI Mode |
| 11 |
sap.com
|
0% | 0% | Google AI Mode |
| 12 |
oracle.com
|
0% | 0% | Google AI Mode |
| 13 |
castordoc.com
|
0% | 0% | Google AI Mode |
| 14 |
talend.com
|
0% | 0% | Google AI Mode |
| 15 |
metaphor.io
|
0% | 0% | Google AI Mode |
| 16 |
zeenea.com
|
0% | 0% | Google AI Mode |
| 17 |
erwin.com
|
0% | 0% | Google AI Mode |
| 18 |
adaptivedata.io
|
0% | 0% | Google AI Mode |
| 19 |
octopai.com
|
0% | 0% | Google AI Mode |
| 20 |
microsoft.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on data lineage 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 data lineage 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 lineage software
Who leads AI visibility in data lineage software?
Collibra leads with 50.0% visibility, well above the category average of 11.9% and ahead of second-placed Atlan and IBM, both at 37.5%.
Which brand is cited most often as a source by AI in this category?
Ataccama has the highest citation rate at 75.0%, despite having 0.0% visibility, meaning AI references its domain as a source without naming it as a featured vendor.
What sources does AI cite most for data lineage software research?
The top cited sources include reddit.com, puppygraph.com, ovaledge.com, and gudusoft.com, alongside brand-owned domains ataccama.com and atlan.com, suggesting community and comparison content dominates AI source selection.
Which brands gained the most AI visibility in the latest period?
IBM and DataHub each gained 25.0 visibility points, with IBM rising from rank 7 to rank 3 and DataHub entering the ranked list from 0.0% visibility.
Which established brand lost the most AI visibility?
Informatica fell from rank 3 to rank 8 after losing 37.5 visibility points, dropping from 50.0% to 12.5% visibility in the current period.
Is there a gap between being named by AI and being cited as a trusted source in this category?
Yes, the gap is pronounced. IBM is named 37.5% of the time but has 0.0% citations, while Ataccama is cited 75.0% of the time but has 0.0% visibility, showing AI treats brand mentions and source references as largely separate signals.