AEO for data lineage tools: AI search visibility ranking
How AI search engines rank data lineage tools 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 tools used to map data flows, understand dependencies, document transformations, and support governance across modern data stacks. 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 Data lineage tools, AI engines consistently highlight Collibra as the leader, featuring a notable visibility rate of 37.5 percent. Other top contenders mentioned include Atlan and OvalEdge, recognized for their robust offerings in the category. These tools are frequently recommended due to their powerful features and industry standing.
The rankings reflect the domains that AI engines most frequently cite, such as reddit.com and accelerator sites like acceldata.io. These are aggregator or review sites, indicating that AI engines heavily rely on community reviews and expert analyses to form their recommendations, highlighting practical user experiences and robust feedback mechanisms.
For buyers evaluating the list, focus on recent reviews and third-party validation as important factors. AI engines place significant value on topical authority and current experiences, suggesting that these assessments provide a reliable gauge of the tool's effectiveness and relevance in the dynamic field of Data lineage tools.
At a glance
What we observed in this category
Collibra leads the data lineage tools category with a composite score of 33.8 and visibility of 37.5%, well above the category average of 6.2%. Atlan sits second at 25.0% visibility and a composite of 25.0, making it the only brand matching Collibra's citation rate at 25.0%. The gap between these two and the rest of the field is significant, with rank 3 onwards dropping sharply, suggesting that Google AI Mode is consolidating recommendations around a very small set of vendors.
OvalEdge presents the sharpest divergence between visibility and citation in this dataset. It holds zero visibility yet carries a 62.5% citation rate, the highest of any brand in the category. OpenMetadata shows the inverse pattern, with 25.0% visibility but zero citations. This split reveals that being named in AI-generated responses and being trusted enough to cite as a source are two separate signals, and several brands are strong on one dimension while absent on the other.
Google AI Mode is the dominant engine across all top 10 brands, with every brand listing it as their top engine. The top cited sources in the category include reddit.com, acceldata.io, montecarlo.io, and ovaledge.com itself, which explains OvalEdge's high citation rate despite zero visibility. Third-party and community sources are clearly anchoring AI responses, while large enterprise players like Azure Purview and Informatica, which fell 75.0 percentage points in visibility, have lost meaningful ground to smaller or open-source alternatives.
Movers & shakers since last refresh
Biggest visibility risers
-
OpenMetadata 0% → 25% · rank #12 → #4+25pp
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Collibra 25% → 38% · rank #6 → #1+12pp
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Secoda 0% → 12% · rank #20 → #5+12pp
Biggest visibility fallers
-
Informatica 75% → 0% · rank #1 → #15-75pp
-
Manta 38% → 0% · rank #5 → #18-38pp
-
Alation 25% → 12% · rank #2 → #6-12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
collibra.com
|
38% | 25% | Google AI Mode |
Collibra leads with 37.5% visibility and a 25.0% citation rate, both above category averages, and gained 12.5 visibility points after moving from rank 6 to rank 1. |
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| 2 |
atlan.com
|
25% | 25% | Google AI Mode |
Atlan sits at 25.0% visibility and 25.0% citation, making it the only brand matching Collibra on citation rate, with a composite score of 25.0 versus the category average of 6.2. |
||||
| 3 |
ovaledge.com
|
0% | 62% | Google AI Mode |
OvalEdge has zero visibility yet a 62.5% citation rate, the highest in the category, indicating it functions as a cited source rather than a recommended brand in AI responses. |
||||
| 4 |
open-metadata.org
|
25% | 0% | Google AI Mode |
OpenMetadata jumped from rank 12 to rank 4 with a 25.0 visibility delta, but its zero citation rate suggests AI responses mention it without linking to its domain as a source. |
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| 5 |
secoda.co
|
12% | 12% | Google AI Mode |
Secoda rose from rank 20 to rank 5 with a 12.5 visibility delta and matching 12.5% citation rate, both figures still modest against the top two brands in the category. |
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| 6 |
alation.com
|
12% | 12% | Google AI Mode |
| 7 |
datahubproject.io
|
12% | 0% | Google AI Mode |
| 8 |
microsoft.com
|
0% | 0% | Google AI Mode |
| 9 |
octopai.com
|
0% | 0% | Google AI Mode |
| 10 |
precisely.com
|
0% | 0% | Google AI Mode |
| 11 |
alexsolutions.com
|
0% | 0% | Google AI Mode |
| 12 |
zeenea.com
|
0% | 0% | Google AI Mode |
| 13 |
quest.com
|
0% | 0% | Google AI Mode |
| 14 |
montecarlodata.com
|
0% | 0% | Google AI Mode |
| 15 |
informatica.com
|
0% | 0% | Google AI Mode |
| 16 |
siffletdata.com
|
0% | 0% | Google AI Mode |
| 17 |
ibm.com
|
0% | 0% | Google AI Mode |
| 18 |
manta.com
|
0% | 0% | Google AI Mode |
| 19 |
bigeye.com
|
0% | 0% | Google AI Mode |
| 20 |
castordoc.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on data lineage tools, 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 tools 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 tools
Who leads AI visibility in data lineage tools?
Collibra leads with a visibility score of 37.5% and a composite score of 33.8, placing it well ahead of Atlan at 25.0% and the category average of 6.2%.
Which brand has the highest citation rate in this category?
OvalEdge holds the highest citation rate at 62.5%, despite having zero visibility, meaning AI responses cite its domain as a source but do not name it as a recommended tool.
What sources does AI cite most for data lineage tool research?
The top cited sources include reddit.com, acceldata.io, montecarlo.ai, ovaledge.com, and youtube.com, suggesting Google AI Mode anchors heavily on community and third-party review content.
Which brands have lost the most AI visibility recently?
Informatica dropped from rank 1 to rank 15 with a visibility delta of minus 75.0 percentage points, and Manta fell from rank 5 to rank 18 with a delta of minus 37.5 points.
Is there a meaningful difference between being named and being cited by AI in this category?
Yes, OvalEdge and OpenMetadata show opposite extremes, with OvalEdge cited 62.5% of the time but never named, while OpenMetadata appears in 25.0% of responses but receives zero citations.
Which engine dominates AI visibility for data lineage tools?
Google AI Mode is the top engine for every brand in the top 10, indicating that visibility performance in this category is almost entirely determined by how Google AI Mode surfaces and cites content.