Data lineage software: AI search visibility ranking (2026)
How AI search engines rank data lineage software by visibility and citations. 20 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 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 consumers ask AI engines about Data lineage software, Atlan emerges as the leading brand. With an impressive 50.0% visibility rate, Atlan is often mentioned alongside Alation and Informatica, forming the top trio in this sector. Atlan's strong presence indicates its influence and reputation, offering insights into where AI guidance typically leans.
The rankings are primarily influenced by sources such as ovaledge.com, atlan.com, and reddit.com. These domains have substantial sway in shaping the AI engines' responses. The inclusion of both company websites and community aggregator sites provides a blend of official data and user-generated content, giving balanced perspectives on which brands perform well.
For buyers exploring this page, one concrete factor to consider is the value AI engines place on current reviews and third-party validation. Recognizing brands with strong topical authority in Data lineage software helps in making informed decisions. Focusing on insights from trusted sources and recent evaluations ensures selecting a credible and reliable option.
At a glance
What we observed in this category
Atlan leads the data lineage software category with a composite score of 61.2, well ahead of second-ranked Alation at 45.0 and third-ranked Informatica at 35.0. The gap between Atlan and the field is significant given the category average visibility sits at just 11.9 percent. Atlan achieves 50 percent visibility and 87.5 percent citation rate simultaneously, a combination no other brand in this category comes close to matching. That dual strength explains the composite score distance from every competitor below it.
Informatica presents the starkest divergence between visibility and citation in this dataset. It matches Atlan on visibility at 50 percent but records a 0.0 percent citation rate, meaning Google AI Mode names it frequently but never links back to its domain as a source. Ataccama shows the inverse pattern, with only 12.5 percent visibility yet a 62.5 percent citation rate, suggesting AI treats it as a trusted reference source more often than it surfaces the brand as a named recommendation. These two cases show visibility and citation are tracking independently in this category.
All ten ranked brands share Google AI Mode as their top engine, confirming the audit data captures a single-engine landscape with no cross-engine variation to analyse. Among the top cited sources, ovaledge.com ranks first despite not appearing as a ranked brand, and reddit.com also appears in the citation list, indicating Google AI Mode is anchoring some responses on third-party and community content rather than vendor domains alone. Atlan and Alation are the only ranked vendor domains that also appear directly in the top cited sources list.
Movers & shakers since last refresh
Biggest visibility risers
-
Manta 0% → 25% · rank #8 → #6+25pp
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Informatica 38% → 50% · rank #4 → #3+12pp
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Ataccama 0% → 12% · rank #5 → #5+12pp
Biggest visibility fallers
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Collibra 50% → 38% · rank #3 → #4-12pp
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DataHub 12% → 0% · rank #7 → #14-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
atlan.com
|
50% | 88% | Google AI Mode |
Atlan's composite score of 61.2 is 16.2 points ahead of Alation, driven by a category-high 87.5 percent citation rate against an average of just 11.2 percent. |
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| 2 |
alation.com
|
38% | 62% | Google AI Mode |
Alation holds second place with a 37.5 percent visibility and 62.5 percent citation rate, both well above category averages, giving it a balanced composite score of 45.0. |
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| 3 |
informatica.com
|
50% | 0% | Google AI Mode |
Informatica ties Atlan on visibility at 50 percent but records a 0.0 percent citation rate, producing a composite score of 35.0 and the largest visibility-to-citation gap in the top five. |
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| 4 |
collibra.com
|
38% | 12% | Google AI Mode |
Collibra dropped from rank 3 to rank 4 after a 12.5-point visibility decline, though its citation rate edged up 12.5 points, leaving a composite score of 30.0. |
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| 5 |
ataccama.com
|
12% | 62% | Google AI Mode |
Ataccama's 62.5 percent citation rate matches Alation's despite only 12.5 percent visibility, suggesting AI uses its content as a reference while rarely naming it as a primary recommendation. |
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| 6 |
manta.com
|
25% | 0% | Google AI Mode |
| 7 |
ibm.com
|
12% | 0% | Google AI Mode |
| 8 |
talend.com
|
12% | 0% | Google AI Mode |
| 9 |
metaphor.io
|
0% | 0% | Google AI Mode |
| 10 |
zeenea.com
|
0% | 0% | Google AI Mode |
| 11 |
erwin.com
|
0% | 0% | Google AI Mode |
| 12 |
adaptivedata.io
|
0% | 0% | Google AI Mode |
| 13 |
montecarlodata.com
|
0% | 0% | Google AI Mode |
| 14 |
datahubproject.io
|
0% | 0% | Google AI Mode |
| 15 |
solidatus.com
|
0% | 0% | Google AI Mode |
| 16 |
octopai.com
|
0% | 0% | Google AI Mode |
| 17 |
microsoft.com
|
0% | 0% | Google AI Mode |
| 18 |
sap.com
|
0% | 0% | Google AI Mode |
| 19 |
oracle.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 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. 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 →
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 →
Get your own data lineage 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 data lineage software AI visibility
Who leads AI visibility in data lineage software?
Atlan leads with a composite score of 61.2, a visibility rate of 50 percent, and a citation rate of 87.5 percent, all substantially above the category averages of 11.9 percent and 11.2 percent respectively.
Which brands are cited most by Google AI Mode in data lineage software?
The top cited sources include ovaledge.com, atlan.com, reddit.com, alation.com, and ataccama.com, with ovaledge.com ranking first despite not appearing as a named brand in the top ten visibility rankings.
Which brand has the biggest gap between being named and being cited?
Informatica has the largest divergence, matching Atlan's 50 percent visibility but recording a 0.0 percent citation rate, meaning Google AI Mode names it frequently without linking to its domain.
Which brands are gaining AI visibility in this category?
Manta recorded the largest visibility rise, jumping from 0.0 to 25.0 percent between audit periods, while Informatica and Ataccama each gained 12.5 percentage points in visibility.
Which brand lost the most AI visibility recently?
DataHub dropped from rank 7 to rank 14, losing 12.5 percentage points of visibility and falling to 0.0 percent, making it the biggest ranked faller in the category.
Does a high visibility score guarantee a high citation rate in this category?
No. Informatica and Manta both have 0.0 percent citation rates despite holding 50 percent and 25 percent visibility respectively, showing Google AI Mode can describe a brand frequently without citing its domain.