Cloud migration software: AI search visibility ranking (2026)
How AI search engines rank cloud migration software 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. Cloud migration platforms used to discover workloads, plan migrations, move applications and data, and modernize infrastructure across cloud 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 buyers ask AI engines about Cloud migration software, Azure Migrate emerges as the clear leader, being the most frequently mentioned with a 37.5% visibility rate. Other top brands include CloudEndure and Google Cloud Migrate. These brands come up consistently in consumer inquiries, reflecting a strong recognition in the market.
The rankings primarily reflect the sources AI engines pull from, with digitalocean.com, gartner.com, and cortex.io being prominent. These domains provide in-depth analysis and reviews, indicating that aggregator and review sites heavily influence AI's recommendations. Their comprehensive insights drive the visibility of brands like Azure Migrate.
For buyers considering options from this list, focusing on recent reviews and third-party validation is crucial. AI engines highly value these elements, along with a brand's topical authority in Cloud migration. Prioritize brands that not only appear frequently in AI suggestions but also have strong backing in relevant reviews and industry analysis.
At a glance
What we observed in this category
Azure Migrate dominates this category with a visibility score of 37.5%, more than triple that of second-ranked CloudEndure at 12.5%. The category average visibility sits at just 2.5%, making Azure Migrate's lead structurally significant rather than marginal. Every brand from rank 3 downward records zero visibility, meaning Google AI Mode is concentrating named mentions into a very small cluster at the top, leaving the remaining 18 brands effectively invisible in AI-generated responses.
A sharp divergence between visibility and citation exists at ranks 3 and 4. Google Cloud Migrate and Velostrata each hold 0.0% visibility but 12.5% citation, meaning AI Mode references their source pages without naming them as recommended products. Azure Migrate and CloudEndure show the inverse pattern, named frequently but with 0.0% citation each. This split suggests AI Mode treats hyperscaler product pages differently from third-party editorial sources when constructing answers versus footnotes.
The top cited sources in this category are dominated by third-party and analyst domains, including digitalocean.com, gartner.com, and fivetran.com, none of which are vendor product pages. This indicates Google AI Mode is anchoring its factual grounding on external reference sites while reserving brand name mentions for the two hyperscaler tools it surfaces most often. RiverMeadow and Turbonomic both fell seven rank positions, dropping to zero visibility, suggesting AI Mode has rotated away from independent and IBM-affiliated tools in recent responses.
Movers & shakers since last refresh
Biggest visibility risers
-
CloudEndure 0% → 12% · rank #5 → #2+12pp
Biggest visibility fallers
-
RiverMeadow 12% → 0% · rank #3 → #10-12pp
-
Turbonomic 12% → 0% · rank #4 → #11-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
azure.microsoft.com
|
38% | 0% | Google AI Mode |
Azure Migrate leads all 20 brands with 37.5% visibility, 15 times the 2.5% category average, yet records zero citation, meaning AI names it without linking to its domain. |
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| 2 |
aws.amazon.com
|
12% | 0% | Google AI Mode |
CloudEndure jumped from rank 5 to rank 2 with a 12.5 percentage point visibility gain, but simultaneously lost 12.5 points in citation, swapping source authority for named mentions. |
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| 3 |
cloud.google.com
|
0% | 12% | Google AI Mode |
Google Cloud Migrate holds zero visibility but 12.5% citation, the same citation score as Velostrata, suggesting AI Mode cites its pages as sources without recommending it by name. |
||||
| 4 |
cloud.google.com
|
0% | 12% | Google AI Mode |
Velostrata shares the exact composite score of 3.8 and citation rate of 12.5% with Google Cloud Migrate, both hosted on cloud.google.com, indicating AI treats them as interchangeable reference sources. |
||||
| 5 |
vmware.com
|
0% | 0% | Google AI Mode |
VMware HCX records zero across all three metrics, visibility, citation, and composite score, placing it statistically indistinct from 15 other brands ranked below the category average. |
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| 6 |
cast.ai
|
0% | 0% | Google AI Mode |
| 7 |
flexera.com
|
0% | 0% | Google AI Mode |
| 8 |
cloudsphere.com
|
0% | 0% | Google AI Mode |
| 9 |
vmware.com
|
0% | 0% | Google AI Mode |
| 10 |
rivermeadow.com
|
0% | 0% | Google AI Mode |
| 11 |
ibm.com
|
0% | 0% | Google AI Mode |
| 12 |
opentext.com
|
0% | 0% | Google AI Mode |
| 13 |
cloudamize.com
|
0% | 0% | Google AI Mode |
| 14 |
rackwareinc.com
|
0% | 0% | Google AI Mode |
| 15 |
flexify.io
|
0% | 0% | Google AI Mode |
| 16 |
corenttech.com
|
0% | 0% | Google AI Mode |
| 17 |
modelizeit.com
|
0% | 0% | Google AI Mode |
| 18 |
atlassian.com
|
0% | 0% | Google AI Mode |
| 19 |
stormreply.com
|
0% | 0% | Google AI Mode |
| 20 |
aws.amazon.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on cloud migration software, 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 cloud migration software 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 cloud migration software AI visibility
Who leads AI visibility in cloud migration software?
Azure Migrate leads with 37.5% visibility, far ahead of second-placed CloudEndure at 12.5%. Every other brand in the tracked set records zero visibility.
What sources does Google AI Mode cite most for cloud migration software research?
The top cited sources are third-party and analyst sites including digitalocean.com, gartner.com, fivetran.com, and cortex.io. No vendor product domain appears in the top cited sources list.
Which brands are named by AI but not cited, and which are cited but not named?
Azure Migrate and CloudEndure are named (visibility above zero) but carry zero citation. Google Cloud Migrate and Velostrata are cited at 12.5% each but have zero visibility, meaning AI references their pages without recommending them by name.
Which brands have seen the biggest recent shifts in AI visibility?
CloudEndure is the biggest riser, gaining 12.5 visibility points to reach rank 2. RiverMeadow and Turbonomic are the biggest fallers, each dropping seven rank positions and losing 12.5 visibility points to reach zero.
How concentrated is AI visibility in this category?
Very concentrated. The category average visibility is 2.5%, and only two brands score above zero, meaning roughly 90% of tracked brands receive no named mentions in Google AI Mode responses.
Does Google AI Mode favour Google's own cloud migration tools in visibility?
No. Google Cloud Migrate and Velostrata both record zero visibility despite being Google products, while Microsoft's Azure Migrate holds the top visibility score at 37.5%.