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 →
Refreshed Jun 10, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
Atlan leads the data lineage software category with a composite score of 61.2, nearly 20 points clear of second-placed Alation at 41.2. This gap is significant because Atlan doubled its visibility from 25% to 50% in the current period while simultaneously holding an 87.5% citation rate — the highest in the category. The category average visibility sits at just 10%, meaning the top two brands are capturing a disproportionate share of AI-generated answers, leaving most of the 20 tracked brands effectively invisible.
A striking divergence between visibility and citation defines this category's AI landscape. Collibra matches Atlan's 50% visibility score but holds a 0% citation rate, meaning Google AI Mode describes it in responses but never links to its domain as a source. Ataccama presents the inverse anomaly: 0% visibility yet a 37.5% citation rate, suggesting AI is citing its content as a reference source without surfacing the brand itself in named recommendations. These splits indicate that being mentioned and being trusted as a source are operating on separate tracks.
Google AI Mode is the dominant engine across all 20 tracked brands, with every brand's top engine recorded as Google AI Mode — indicating the audit data reflects a single-engine landscape. Among top cited sources, ovaledge.com and atlan.com appear first, followed by non-brand sources including youtube.com, medium.com, julius.ai, and acceldata.io. The presence of third-party and community content alongside brand domains suggests Google AI Mode is anchoring its data lineage responses on a mixed corpus of vendor sites and independent review or tutorial content.
Movers & shakers since last refresh
Biggest visibility risers
-
Atlan 25% → 50% · rank #2 → #1+25pp
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Alation 25% → 38% · rank #1 → #2+12pp
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Collibra 38% → 50% · rank #3 → #3+12pp
Biggest visibility fallers
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Manta 25% → 0% · rank #4 → #8-25pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
atlan.com
|
50% | 88% | Google AI Mode |
Atlan's 87.5% citation rate is the highest in the category and its 50% visibility is 5x the 10% category average, making it the clear AI-answer leader. |
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| 2 |
alation.com
|
38% | 50% | Google AI Mode |
Alation holds 37.5% visibility and a 50% citation rate, ranking above the category average on both metrics but trailing Atlan's citation rate by 37.5 percentage points. |
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| 3 |
collibra.com
|
50% | 0% | Google AI Mode |
Collibra matches Atlan's 50% visibility but has a 0% citation rate, meaning it appears in AI narratives but its domain is never sourced, creating a named-but-not-trusted gap. |
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| 4 |
informatica.com
|
38% | 12% | Google AI Mode |
Informatica's 37.5% visibility and 12.5% citation rate place it near the Alation tier on mentions, but its citation rate is 75 percentage points below Alation's. |
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| 5 |
ataccama.com
|
0% | 38% | Google AI Mode |
Ataccama's 0% visibility yet 37.5% citation rate is the category's sharpest anomaly — cited as a source more than Informatica but almost entirely absent from AI-generated brand mentions. |
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| 6 |
talend.com
|
12% | 0% | Google AI Mode |
| 7 |
datahubproject.io
|
12% | 0% | Google AI Mode |
| 8 |
manta.com
|
0% | 0% | Google AI Mode |
| 9 |
ibm.com
|
0% | 0% | Google AI Mode |
| 10 |
solidatus.com
|
0% | 0% | Google AI Mode |
| 11 |
octopai.com
|
0% | 0% | Google AI Mode |
| 12 |
microsoft.com
|
0% | 0% | Google AI Mode |
| 13 |
sap.com
|
0% | 0% | Google AI Mode |
| 14 |
oracle.com
|
0% | 0% | Google AI Mode |
| 15 |
castordoc.com
|
0% | 0% | Google AI Mode |
| 16 |
erwin.com
|
0% | 0% | Google AI Mode |
| 17 |
adaptivedata.io
|
0% | 0% | Google AI Mode |
| 18 |
montecarlodata.com
|
0% | 0% | Google AI Mode |
| 19 |
metaphor.io
|
0% | 0% | Google AI Mode |
| 20 |
zeenea.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.
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 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 and 50% visibility, nearly 20 points ahead of second-ranked Alation at 41.2. Its 87.5% citation rate is the highest recorded across all 20 tracked brands.
What is the average AI visibility for data lineage software brands?
The category average visibility is just 10%, meaning most of the 20 tracked brands have minimal or zero presence in Google AI Mode responses. Only Atlan and Collibra reach 50% visibility.
Which brands have high visibility but low citation in this category?
Collibra has 50% visibility but a 0% citation rate, meaning Google AI Mode references it in answers without citing its domain as a source.
What sources does Google AI Mode cite most for data lineage research?
The top cited sources are ovaledge.com and atlan.com, followed by third-party content from youtube.com, medium.com, julius.ai, acceldata.io, and velotix.ai, indicating a mixed vendor-and-community sourcing pattern.
Which brand saw the biggest AI visibility drop in data lineage software?
Manta fell four ranks from position 4 to position 8, losing 25 percentage points of visibility — dropping from 25% to 0% — with no corresponding change in its citation rate.
Is any data lineage brand performing well on citation without appearing in AI brand recommendations?
Ataccama has a 37.5% citation rate despite 0% visibility, meaning its content is used as a reference source by Google AI Mode without the brand being named in recommendations.