Data preparation tools: AI search visibility ranking (2026)
How AI search engines rank data preparation tools 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 preparation tools used to clean, shape, profile, and transform raw data before analytics, BI, ML, and operational use. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
Refreshed Jun 19, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
Domo leads the data preparation tools category with a composite score of 40.0, despite having only 25% visibility, because it holds a 75% citation rate, the highest of any brand in the dataset. Alteryx sits at rank 2 with 50% visibility but 0% citations, making the gap between the two brands a function of citation weight rather than raw mention frequency. With a category average visibility of just 8.3%, both brands are well above the norm, but Domo's citation advantage gives it a structurally stronger position in AI-generated responses.
The divergence between visibility and citation is sharp across this category. Alteryx is mentioned in half of all sampled queries but is cited zero times, meaning Google AI Mode names it without linking or attributing its content as a source. Trifacta and Dataiku share identical composite scores of 17.5 and identical 0% citation rates despite matching Domo on visibility at 25%. This pattern suggests AI Mode treats these brands as reference points in text but does not treat their owned domains as authoritative source material.
Google AI Mode is the dominant engine across all 18 brands in this dataset, with every ranked brand recording it as their top engine. Among the top cited sources, domo.com appears alongside third-party domains including gartner.com, skyvia.com, julius.ai, and youtube.com. This mix indicates the AI is anchoring responses on a combination of vendor content and analyst or community sources rather than relying exclusively on brand-owned pages. AWS Glue DataBrew is the only brand outside the top 3 to record any citation activity, at 12.5%.
Movers & shakers since last refresh
Biggest visibility risers
-
Alteryx 0% → 50% · rank #0 → #2+50pp
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Domo 0% → 25% · rank #0 → #1+25pp
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Trifacta 0% → 25% · rank #0 → #3+25pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
domo.com
|
25% | 75% | Google AI Mode |
Domo leads with a 40.0 composite score driven by a 75% citation rate, the highest in the category, despite visibility sitting at just 25%, below Alteryx. |
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| 2 |
alteryx.com
|
50% | 0% | Google AI Mode |
Alteryx has the highest visibility in the category at 50%, three times the 8.3% average, but records 0% citations, limiting its composite score to 35.0. |
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| 3 |
trifacta.com
|
25% | 0% | Google AI Mode |
Trifacta ties Dataiku with a 17.5 composite score and 25% visibility, but its 0% citation rate means AI Mode mentions it without sourcing any of its content. |
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| 4 |
dataiku.com
|
25% | 0% | Google AI Mode |
Dataiku matches Trifacta exactly at 25% visibility and 17.5 composite score, with no citations recorded, placing both brands in an identical and citation-absent position. |
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| 5 |
aws.amazon.com
|
12% | 12% | Google AI Mode |
AWS Glue DataBrew scores 12.5 on both visibility and citation, making it the only brand outside the top 3 to achieve any citation presence in the category. |
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| 6 |
talend.com
|
12% | 0% | Google AI Mode |
| 7 |
informatica.com
|
0% | 0% | Google AI Mode |
| 8 |
matillion.com
|
0% | 0% | Google AI Mode |
| 9 |
qlik.com
|
0% | 0% | Google AI Mode |
| 10 |
altair.com
|
0% | 0% | Google AI Mode |
| 11 |
coalesce.io
|
0% | 0% | Google AI Mode |
| 12 |
prophecy.io
|
0% | 0% | Google AI Mode |
| 13 |
keboola.com
|
0% | 0% | Google AI Mode |
| 14 |
hop.apache.org
|
0% | 0% | Google AI Mode |
| 15 |
rivery.io
|
0% | 0% | Google AI Mode |
| 16 |
hevodata.com
|
0% | 0% | Google AI Mode |
| 17 |
y42.com
|
0% | 0% | Google AI Mode |
| 18 |
getdbt.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on data preparation 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 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 preparation tools 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 preparation tools AI visibility
Who leads AI visibility in data preparation tools?
Domo leads with a composite score of 40.0, ahead of Alteryx at 35.0. Domo's advantage comes from a 75% citation rate rather than from higher visibility, where Alteryx actually scores higher at 50%.
Which data preparation tools brands are mentioned by AI but never cited?
Alteryx, Trifacta, Dataiku, and Talend all record zero citation percentages despite appearing in AI responses. Alteryx is the most prominent example, with 50% visibility and 0% citations.
What sources does Google AI Mode cite most for data preparation tools research?
The top cited sources include domo.com, gartner.com, skyvia.com, julius.ai, and youtube.com. This mix shows AI Mode draws from vendor sites, analyst platforms, and community content rather than brand domains alone.
How does the category average visibility compare to the top brands?
The category average visibility is 8.3%, while the top two brands score 50% and 25% respectively, meaning Alteryx is roughly six times the category average. Ten of the 18 tracked brands record zero visibility.
Which engine drives AI visibility across all data preparation tools brands?
Google AI Mode is the top engine for every brand in the dataset. No other engine appears as a primary driver for any of the 18 brands tracked.
Which brands are rising in data preparation tools AI visibility?
Alteryx, Domo, and Trifacta are the three biggest risers, each moving from zero visibility previously to current scores of 50%, 25%, and 25% respectively. Domo additionally gained 75 citation percentage points in the same period.