ETL consulting firms: AI search visibility ranking (2026)
How AI search engines rank etl consulting firms 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. 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 AI engines like ChatGPT, Claude, Perplexity, and Gemini answer questions about ETL consulting firms, Accenture comes up most often, appearing in 25% of AI-generated responses across the engines tracked here. Deloitte and Capgemini round out the top three. If you are comparing firms and want to know which names carry the most weight in AI-assisted research, those three dominate the conversation.
The sources AI engines pull from most in this category include youtube.com, pythian.com, portable.io, algoscale.com, and entrans.ai. These are a mix of technical content publishers and niche data integration specialists, not the large aggregator review sites that dominate other categories. That pattern means AI engines are rewarding firms with visible technical authority and published expertise, rather than volume of end-user reviews on platforms like G2 or Capterra.
For a buyer using this page, the concrete takeaway is this: the firms ranking highest here have earned topical authority through third-party technical content, not just brand size. When narrowing your shortlist, look for firms that have recent, substantive coverage on the kinds of sites AI engines actually cite. A firm with strong technical publishing and validated case studies will consistently surface in AI research, which often reflects real depth in the ETL subcategory.
At a glance
What we observed in this categoryauto-generated
Accenture and Deloitte share the top position in ETL consulting AI visibility, each scoring 25.0% against a category average of just 3.1%. That gap is significant: the two leaders together account for the majority of named visibility across 20 tracked brands. Capgemini sits third at 12.5%, leaving a meaningful step down from the top two. All three are new entrants to the ranking, having risen from zero visibility in the prior period, which signals a recent shift in how Google AI Mode frames this category.
A clear divergence exists between being named and being cited. Accenture, Deloitte, and Capgemini hold all measurable visibility yet carry 0.0% citation rates. N-iX inverts this pattern entirely: 0.0% visibility but 12.5% citation, making it the only brand the AI references as a source without proactively naming it in responses. The remaining 16 brands show zero on both metrics, meaning the effective AI visibility landscape for ETL consulting is concentrated in four brands, with very different roles for each.
The top cited sources in this category are not the consulting firms themselves. Domains such as youtube.com, pythian.com, portable.io, matillion.com, and estuary.dev appear as the anchoring references Google AI Mode draws on. These are predominantly tool vendors, tutorials, and specialist blogs rather than the large consultancies dominating visibility. This suggests the AI is separating brand mentions in its narrative from the underlying sources it uses to construct answers, pulling content from practitioner and product-focused destinations.
Movers & shakers since last refresh
Biggest visibility risers
-
Accenture 0% → 25% · rank #0 → #1+25pp
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Deloitte 0% → 25% · rank #0 → #2+25pp
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Capgemini 0% → 12% · rank #0 → #3+12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
accenture.com
|
25% | 0% | Google AI Mode |
Accenture leads with 25.0% visibility, eight times the 3.1% category average, yet holds a 0.0% citation rate, meaning it is named but never linked as a source. |
||||
| 2 |
deloitte.com
|
25% | 0% | Google AI Mode |
Deloitte matches Accenture exactly at 25.0% visibility and 0.0% citations, sharing the top composite score of 17.5 with no differentiation between the two leaders on any measured metric. |
||||
| 3 |
capgemini.com
|
12% | 0% | Google AI Mode |
Capgemini sits at 12.5% visibility, half the score of the joint leaders, with a composite score of 8.8 and zero citations, placing it clearly in a second tier. |
||||
| 4 |
n-ix.com
|
0% | 12% | Google AI Mode |
N-iX is the category anomaly: 0.0% visibility but a 12.5% citation rate, the only brand cited as a source without being surfaced as a named recommendation in AI responses. |
||||
| 5 |
phdata.io
|
0% | 0% | Google AI Mode |
phData scores zero on both visibility and citations, sharing a composite score of 0.0 with the remaining 15 tracked brands ranked fifth through twentieth. |
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| 6 |
lovelytics.com
|
0% | 0% | Google AI Mode |
| 7 |
aimpointdigital.com
|
0% | 0% | Google AI Mode |
| 8 |
tredence.com
|
0% | 0% | Google AI Mode |
| 9 |
quantiphi.com
|
0% | 0% | Google AI Mode |
| 10 |
slalom.com
|
0% | 0% | Google AI Mode |
| 11 |
epam.com
|
0% | 0% | Google AI Mode |
| 12 |
thoughtworks.com
|
0% | 0% | Google AI Mode |
| 13 |
dataart.com
|
0% | 0% | Google AI Mode |
| 14 |
perficient.com
|
0% | 0% | Google AI Mode |
| 15 |
sigmoid.com
|
0% | 0% | Google AI Mode |
| 16 |
latentview.com
|
0% | 0% | Google AI Mode |
| 17 |
cognizant.com
|
0% | 0% | Google AI Mode |
| 18 |
infosys.com
|
0% | 0% | Google AI Mode |
| 19 |
tcs.com
|
0% | 0% | Google AI Mode |
| 20 |
wipro.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 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 etl consulting firms 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 etl consulting firms AI visibility
Who leads AI visibility in ETL consulting firms?
Accenture and Deloitte share the top position, each at 25.0% visibility and a composite score of 17.5, far ahead of the 3.1% category average.
Which ETL consulting brands are actually cited as sources by Google AI Mode?
N-iX is the only tracked consulting brand with a meaningful citation rate at 12.5%, while Accenture, Deloitte, and Capgemini are named in responses but carry 0.0% citation rates.
What sources does Google AI Mode anchor on when answering ETL consulting queries?
The top cited domains are tool vendors and practitioner sites including youtube.com, pythian.com, portable.io, matillion.com, and estuary.dev, not the large consulting firms that dominate named visibility.
How concentrated is AI visibility in this category?
Extremely concentrated: three brands hold all measurable visibility, and 16 of 20 tracked brands score zero on both visibility and citations.
Are any brands new to the AI visibility ranking for ETL consulting?
Yes, all three visible brands (Accenture, Deloitte, Capgemini) entered the ranking this period from zero, each registering their entire current visibility score as new gain.
Is there a gap between being mentioned in AI responses and being trusted as a cited source in this category?
Yes, the data shows a clear split: the highest-visibility brands hold 0.0% citation rates, while the one cited brand (N-iX) has no named visibility at all.