AEO for ETL consulting firms: AI search visibility ranking
How AI search engines rank ETL consulting firms 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. ETL consulting firms helping teams design pipelines, modernize data movement, and integrate cloud warehouses, lakes, and operational systems. 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 AI engines about ETL consulting firms, Accenture consistently emerges as the leader. It holds a visibility rate of 37.5%, far surpassing other brands in the field. Deloitte and N-iX are also frequently mentioned as leading contenders, but none match Accenture's visibility.
The rankings reflect the sources AI engines rely on most, such as youtube.com, reddit.com, and visual-flow.com. Many of these are aggregator and review sites, meaning they gather broad user opinions and industry assessments, which strongly influence AI responses and brand visibility.
For buyers evaluating this list, it's important to consider the factors AI engines prioritize, recent reviews, third-party endorsements, and topical authority. Brands that excel in these areas, shown through visible engagement and reliable industry validation, tend to rank higher and should be focal points in your decision-making process.
At a glance
What we observed in this category
Accenture and Deloitte jointly lead the ETL consulting firms category, each holding 37.5% visibility against a category average of just 3.8%. Both gained 12.5 percentage points since the previous period, widening an already significant gap over all other tracked brands. With composite scores of 26.2 compared to 0.0 for ranks 4 through 10, the concentration of AI-generated visibility at the top two positions is stark and suggests Google AI Mode is defaulting to large, well-known generalist consultancies when answering ETL-related queries.
N-iX presents the sharpest divergence between visibility and citation in this category. It holds 0.0% visibility but records a 12.5% citation rate, the only brand in the top 10 to achieve any citation share at all. This means N-iX content is being referenced as a source by Google AI Mode without the brand being named as a recommended firm. Accenture and Deloitte show the inverse pattern: named frequently, cited zero times, indicating AI mentions them from training knowledge rather than from retrieved web documents.
The top cited sources in this category are dominated by community and third-party platforms including youtube.com, reddit.com, linkedin.com, and niche sites such as visual-flow.com, worldmetrics.org, and keyholesoftware.com. None of the top-ranked consulting brand domains appear in the cited sources list. This pattern suggests Google AI Mode is anchoring its ETL category responses on user-generated and independent editorial content rather than on the owned domains of the firms it names, which explains the zero citation rates for Accenture and Deloitte.
Movers & shakers since last refresh
Biggest visibility risers
-
Accenture 25% → 38% · rank #1 → #1+12pp
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Deloitte 25% → 38% · rank #2 → #2+12pp
Biggest visibility fallers
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Capgemini 12% → 0% · rank #3 → #7-12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
accenture.com
|
38% | 0% | Google AI Mode |
Accenture shares the category lead at 37.5% visibility, nearly 10 times the 3.8% category average, but records zero citations, meaning AI names it without sourcing its domain. |
||||
| 2 |
deloitte.com
|
38% | 0% | Google AI Mode |
Deloitte matches Accenture exactly at 37.5% visibility and 0.0% citation rate, suggesting both firms occupy a similar brand-recognition shortcut in Google AI Mode responses. |
||||
| 3 |
n-ix.com
|
0% | 12% | Google AI Mode |
N-iX is the only brand in the top 10 with a non-zero citation rate at 12.5%, yet its visibility sits at 0.0%, making it cited but never named as a recommended firm. |
||||
| 4 |
infosys.com
|
0% | 0% | Google AI Mode |
Infosys holds rank 4 but records 0.0% on both visibility and citation, contributing a composite score of 0.0 and showing no measurable AI presence in this specific category. |
||||
| 5 |
tcs.com
|
0% | 0% | Google AI Mode |
TCS mirrors Infosys with 0.0% visibility and 0.0% citation, placing it among a large cluster of brands that Google AI Mode does not surface for ETL consulting queries. |
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| 6 |
wipro.com
|
0% | 0% | Google AI Mode |
| 7 |
capgemini.com
|
0% | 0% | Google AI Mode |
| 8 |
phdata.io
|
0% | 0% | Google AI Mode |
| 9 |
lovelytics.com
|
0% | 0% | Google AI Mode |
| 10 |
aimpointdigital.com
|
0% | 0% | Google AI Mode |
| 11 |
tredence.com
|
0% | 0% | Google AI Mode |
| 12 |
quantiphi.com
|
0% | 0% | Google AI Mode |
| 13 |
slalom.com
|
0% | 0% | Google AI Mode |
| 14 |
epam.com
|
0% | 0% | Google AI Mode |
| 15 |
thoughtworks.com
|
0% | 0% | Google AI Mode |
| 16 |
dataart.com
|
0% | 0% | Google AI Mode |
| 17 |
perficient.com
|
0% | 0% | Google AI Mode |
| 18 |
sigmoid.com
|
0% | 0% | Google AI Mode |
| 19 |
latentview.com
|
0% | 0% | Google AI Mode |
| 20 |
cognizant.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on ETL consulting firms, 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 ETL consulting firms 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 ETL consulting firms
Who leads AI visibility in the ETL consulting firms category?
Accenture and Deloitte jointly lead with 37.5% visibility each, both holding composite scores of 26.2, far ahead of every other tracked brand in the category.
What is the average AI visibility for ETL consulting firms?
The category average visibility is 3.8%, which reflects how heavily the top two brands skew the distribution while the majority of 20 tracked brands sit at 0.0%.
Which ETL consulting brand is cited most often by Google AI Mode?
N-iX is the only brand in the top 10 with any citation share, recorded at 12.5%, despite having zero visibility as a named recommendation.
What sources does Google AI Mode anchor on for ETL consulting research?
The top cited sources include youtube.com, reddit.com, visual-flow.com, linkedin.com, and smaller niche sites such as keyholesoftware.com, none of which are the owned domains of the named consulting firms.
Which brand saw the biggest drop in AI visibility for ETL consulting?
Capgemini fell four rank positions from rank 3 to rank 7, losing 12.5 percentage points of visibility to reach 0.0%, the largest single decline in the current audit period.
Do the top-named ETL consulting brands get cited as sources by Google AI Mode?
No. Accenture and Deloitte both show 0.0% citation rates despite leading on visibility, indicating Google AI Mode names them from training knowledge rather than by retrieving and citing their websites.