Database migration services: AI search visibility ranking (2026)
How AI search engines rank database migration services 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. Database migration service providers helping organizations move, modernize, and optimize databases across on-prem, cloud, and cross-platform environments. 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 database migration services, they point buyers toward Google Cloud Consulting more than any other brand, citing it in 62.5% of relevant responses. Microsoft Consulting and AWS Professional Services round out the top three, forming a clear hyperscaler tier that dominates AI-generated recommendations across this category.
The citation patterns reveal why these rankings look the way they do. AI engines draw heavily from youtube.com (tutorials and product walkthroughs), azure.microsoft.com (Microsoft's own documentation), and third-party sources like ispirer.com and rivery.io that publish detailed migration guides and tool comparisons. Brands with deep technical content across multiple formats, not just a homepage, earn far more visibility in AI-generated answers.
For a buyer using this page, the practical takeaway is to look beyond brand size and check where each provider has published recent, specific content on your migration scenario, such as Oracle to PostgreSQL or on-premises to cloud. AI engines reward topical authority in narrow subcategories, so a vendor with detailed third-party case studies and recent community reviews will often outperform a larger brand with thinner published coverage.
At a glance
What we observed in this categoryauto-generated
Google Cloud Consulting leads the database migration services category with a composite score of 18.8 and a citation rate of 62.5%, well ahead of Microsoft Consulting at 15.0 and AWS Professional Services at 11.2. The gap matters because these three brands collectively absorb all measurable citation activity in the category, while the remaining 17 tracked brands, including major consultancies like Accenture and Deloitte, register zero citation and zero visibility. This concentration means AI-generated answers about database migration are effectively shaped by three hyperscaler-affiliated brands.
Every brand in the dataset records 0.0% visibility, meaning no brand is being named proactively in AI overviews without a direct citation trigger. Yet Google Cloud Consulting, Microsoft Consulting, and AWS Professional Services still achieve citation rates of 62.5%, 50.0%, and 37.5% respectively. This divergence shows that being cited as a source is entirely decoupled from being surfaced as a recommended brand, a pattern that disadvantages large consultancies like Kyndryl, Rackspace, and Perficient who earn neither metric.
The top cited sources listed in the data include youtube.com, ispirer.com, azure.microsoft.com, cloud.google.com, rivery.io, and skyvia.com. This mix suggests Google AI Mode anchors its database migration responses on a blend of official hyperscaler documentation and specialist third-party tools or tutorial sites. Notably, no independent analyst or large consulting firm domain appears in the cited source list, which helps explain why firms like Accenture and Deloitte achieve zero citation despite their recognised market presence.
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
cloud.google.com
|
0% | 62% | Google AI Mode |
Google Cloud Consulting holds a 18.8 composite score and 62.5% citation rate, outpacing the 7.5% category average citation rate by a factor of more than eight. |
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| 2 |
microsoft.com
|
0% | 50% | Google AI Mode |
Microsoft Consulting ranks second with a 50.0% citation rate and 15.0 composite score, trailing Google Cloud Consulting by 12.5 citation percentage points despite azure.microsoft.com appearing in the top cited sources list. |
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| 3 |
aws.amazon.com
|
0% | 38% | Google AI Mode |
AWS Professional Services achieves a 37.5% citation rate and 11.2 composite score, making it the only hyperscaler-aligned brand without its own domain featured in the top cited sources list. |
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| 4 |
accenture.com
|
0% | 0% | Google AI Mode |
Accenture records zero visibility, zero citation, and a composite score of 0.0, placing it level with 13 other brands despite being a globally recognised IT services consultancy. |
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| 5 |
deloitte.com
|
0% | 0% | Google AI Mode |
Deloitte shares a composite score of 0.0 and zero citation rate with rank 4 Accenture, showing that brand reputation outside AI-indexed sources provides no measurable lift in this category. |
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| 6 |
kyndryl.com
|
0% | 0% | Google AI Mode |
| 7 |
rackspace.com
|
0% | 0% | Google AI Mode |
| 8 |
perficient.com
|
0% | 0% | Google AI Mode |
| 9 |
slalom.com
|
0% | 0% | Google AI Mode |
| 10 |
thoughtworks.com
|
0% | 0% | Google AI Mode |
| 11 |
epam.com
|
0% | 0% | Google AI Mode |
| 12 |
cognizant.com
|
0% | 0% | Google AI Mode |
| 13 |
capgemini.com
|
0% | 0% | Google AI Mode |
| 14 |
wipro.com
|
0% | 0% | Google AI Mode |
| 15 |
infosys.com
|
0% | 0% | Google AI Mode |
| 16 |
hcltech.com
|
0% | 0% | Google AI Mode |
| 17 |
nttdata.com
|
0% | 0% | Google AI Mode |
| 18 |
dataart.com
|
0% | 0% | Google AI Mode |
| 19 |
softserveinc.com
|
0% | 0% | Google AI Mode |
| 20 |
amdocs.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on database migration services, 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 database migration services 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 database migration services AI visibility
Who leads AI visibility in database migration services?
Google Cloud Consulting leads with a composite score of 18.8 and a 62.5% citation rate. Microsoft Consulting and AWS Professional Services follow at 15.0 and 11.2 respectively, and no other brand in the 20-brand dataset registers any score.
What is the average visibility score for database migration services brands?
The average visibility percentage across all tracked brands is 0.0%, and the average citation rate is 7.5%, indicating that AI-generated presence in this category is extremely limited and highly concentrated among three brands.
What sources does Google AI Mode cite most for database migration research?
The top cited sources include youtube.com, ispirer.com, azure.microsoft.com, cloud.google.com, rivery.io, skyvia.com, cloudthat.com, and domo.com. The list combines official hyperscaler documentation with specialist migration tool and tutorial sites.
Why do large consultancies like Accenture and Deloitte have zero AI citation in this category?
The data shows that neither accenture.com nor deloitte.com appears among the top cited sources, and both brands register a 0.0% citation rate, suggesting Google AI Mode does not draw on their domains when answering database migration queries.
Is there any brand whose visibility score is higher than its citation score in this category?
No. Every brand records 0.0% visibility while the top three brands hold citation rates between 37.5% and 62.5%, meaning citation consistently exceeds visibility across the entire dataset.
Which engine drives AI visibility for database migration services brands?
All 20 brands in the dataset list Google AI Mode as their top engine, and there is no evidence in the data of any meaningful presence on alternative AI engines in this category.