AEO Rankings · Analytics

AEO for data engineering consultancies: AI search visibility ranking

By monitoraeo Last updated August 01, 2026 Refreshed every 30 days

How AI search engines rank data engineering consultancies 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 engineering consultancies building pipelines, warehouses, lakehouses, governance foundations, and analytics platforms for data-heavy organizations. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →

Avg visibility across category

Avg citation rate

20/20

Brands successfully audited

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When buyers ask AI engines about data engineering consultancies, LatentView emerges as the leader. It is cited in 62.5% of relevant responses, indicating strong recognition in the field. Other notable mentions include Accenture and Deloitte. This visibility suggests these brands are frequently recommended and trusted by AI when it comes to data engineering services.

The rankings are influenced by the sources AI engines rely on most. Websites like reddit.com and linkedin.com are frequently cited, indicating a heavy reliance on community feedback and professional networks. Furthermore, direct references to sources like kanerika.com and latentview.com suggest these sites provide significant, credible information on data engineering consultancies.

For buyers consulting this page, consider that AI engines value updated, comprehensive reviews and third-party validation. When picking from this list, look at how recently the consultancy has been reviewed and its reputation in niche areas of data engineering. These factors are prioritized by AI engines, making them useful criteria for decision-making.

At a glance

Category leader Accenture 25% visibility · named in 2 of 8 AI answers

Most cited brand LatentView 62% citation rate · the AI's most-trusted source brand in data engineering consultancies

Top cited domain reddit.com Referenced by AI across the data engineering consultancies query set — the highest-leverage PR target in this category

Visibility spread 25pp Gap between top and bottom of the ranking · 16 brands at 0% (invisible to the AI)

What we observed in this category

LatentView leads the category with a composite score of 18.8, ahead of Accenture at 17.5 and Deloitte at 8.8. The gap between first and third place is significant given that the category average visibility sits at just 3.1%. LatentView achieves this position with zero visibility but a citation rate of 62.5%, meaning Google AI Mode references its domain as a source without surfacing it in direct brand mentions. Accenture shows the inverse pattern with 25% visibility and zero citations.

The visibility-citation split is the sharpest structural pattern in this dataset. LatentView and Sigmoid (25% citation, zero visibility) and Tredence (25% citation, zero visibility) are all cited by Google AI Mode without being named in responses, while Accenture, Deloitte, Slalom, and Thoughtworks each score 12.5% visibility with zero citation. Brands in this category are essentially split into two groups: those the AI quotes from but does not name, and those it names but does not quote from.

The top cited sources for this category include reddit.com, linkedin.com, and kanerika.com alongside latentview.com, indicating that Google AI Mode anchors heavily on community and aggregator content rather than consultancy-owned content alone. All ten ranked brands share Google AI Mode as their top engine, confirming this is a single-engine dominated category. EPAM dropped from rank 2 to rank 10 with visibility falling from 12.5% to zero, while Deloitte and Slalom each rose three ranks with visibility gains of 12.5 percentage points.

Movers & shakers since last refresh

Biggest visibility risers

Deloitte 0% → 12% · rank #6 → #3
+12pp
Slalom 0% → 12% · rank #7 → #4
+12pp

Biggest visibility fallers

EPAM 12% → 0% · rank #2 → #10
-12pp

The AEO ranking

#	Brand	Visibility	Citation	Top engine
1	LatentView latentview.com	0%	62%	Google AI Mode
LatentView leads with a composite score of 18.8 driven entirely by a 62.5% citation rate, while its visibility sits at zero, the highest citation-to-visibility gap in the category.
2	Accenture accenture.com	25%	0%	Google AI Mode
Accenture scores 25% visibility, the highest in the category, but records zero citations, placing it second overall with a composite score of 17.5 against a category average visibility of 3.1%.
3	Deloitte deloitte.com	12%	0%	Google AI Mode
Deloitte rose three ranks to third with a visibility jump from zero to 12.5%, matching Slalom and Thoughtworks on score but distinguished by being the joint-largest riser in the dataset.
4	Slalom slalom.com	12%	0%	Google AI Mode
Slalom climbed from rank 7 to rank 4 with a 12.5 percentage point visibility gain and zero citation change, tying Deloitte and Thoughtworks on composite score at 8.8.
5	Thoughtworks thoughtworks.com	12%	0%	Google AI Mode
Thoughtworks holds rank 5 with 12.5% visibility and zero citations, sharing an identical composite score of 8.8 with Deloitte and Slalom, offering no differentiation between these three brands in current AI output.
6	Sigmoid sigmoid.com	0%	25%	Google AI Mode
7	Tredence tredence.com	0%	25%	Google AI Mode
8	Capgemini capgemini.com	0%	0%	Google AI Mode
9	Cognizant cognizant.com	0%	0%	Google AI Mode
10	EPAM epam.com	0%	0%	Google AI Mode
11	phData phdata.io	0%	0%	Google AI Mode
12	DataArt dataart.com	0%	0%	Google AI Mode
13	Globant globant.com	0%	0%	Google AI Mode
14	Quantiphi quantiphi.com	0%	0%	Google AI Mode
15	Lovelytics lovelytics.com	0%	0%	Google AI Mode
16	Aimpoint Digital aimpointdigital.com	0%	0%	Google AI Mode
17	Perficient perficient.com	0%	0%	Google AI Mode
18	Nagarro nagarro.com	0%	0%	Google AI Mode
19	CI&T ciandt.com	0%	0%	Google AI Mode
20	Altis Consulting altis.consulting	0%	0%	Google AI Mode

Sources AI engines trust in this category

Across the 8 buyer-intent queries we ran on data engineering consultancies, 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.

reddit.comlinkedin.comkanerika.comlatentview.comhireinsouth.comfastdolphin.comversich.comxavor.com

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 30 days and refresh this page automatically. How AI search ranking works →

Run an AEO audit on your own data engineering consultancies 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.

Audit your data engineering consultancies brand → Browse all AEO rankings Methodology →

Frequently asked about AEO for data engineering consultancies

Who leads AI visibility in data engineering consultancies?

LatentView leads with the highest composite score of 18.8, achieved through a 62.5% citation rate despite having zero direct visibility in Google AI Mode responses.

What sources does Google AI Mode cite most for data engineering consultancy research?

The top cited sources include reddit.com, linkedin.com, and kanerika.com, alongside latentview.com, suggesting community forums and aggregator sites drive citation alongside brand-owned domains.

Which brands are named in AI responses but not cited as sources?

Accenture, Deloitte, Slalom, and Thoughtworks all appear in Google AI Mode responses with visibility scores of 12.5% or 25% but record zero citations in this category.

Which brands are cited as sources but not named in AI responses?

LatentView (62.5% citation), Sigmoid (25% citation), and Tredence (25% citation) are all cited by Google AI Mode without registering any direct visibility in brand mentions.

Which brand saw the biggest drop in AI visibility recently?

EPAM fell from rank 2 to rank 10, losing 12.5 percentage points of visibility and dropping to zero, the steepest rank decline of any brand in this dataset.

How concentrated is this category across AI engines?

All ten ranked brands list Google AI Mode as their top engine, making this a single-engine dominated category with no meaningful presence recorded on alternative AI platforms.