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 →
Refreshed Jun 14, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
Azure Migrate leads the cloud migration software category with a visibility score of 37.5%, more than double the 25.0% of second-ranked VMware HCX. The category average visibility sits at just 4.4%, making Azure Migrate's score roughly 8.5 times the mean. This concentration at the top means the majority of brands in the 20-brand field receive near-zero AI mentions, creating a steep and practically impassable gap for mid-tier and lower-ranked tools attempting to enter the AI-generated conversation.
A significant divergence exists between being named and being cited. Azure Migrate, VMware HCX, RiverMeadow, and Turbonomic all carry visibility above 12.5% but show 0.0% citation rates. Conversely, AWS Migration Hub and CloudEndure hold 0.0% visibility yet each record 12.5% citation rates. This pattern suggests the AI engine surfaces some brands confidently without sourcing them, while citing others only when drawing from external references, treating visibility and citation trust as entirely separate signals.
All ten tracked brands share Google AI Mode as their top engine, confirming the data reflects a single-engine landscape with no cross-engine diversification visible in the audit. The top cited sources for the category include youtube.com, gartner.com, and digitalocean.com alongside smaller specialist sites such as jeffersonfrank.com and missioncloud.com. The presence of YouTube and niche consultancy domains alongside Gartner suggests the AI is anchoring on a mix of authoritative analyst content and practitioner-level tutorial or blog material.
Movers & shakers since last refresh
Biggest visibility risers
-
Azure Migrate 0% → 38% · rank #0 → #1+38pp
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VMware HCX 0% → 25% · rank #0 → #2+25pp
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RiverMeadow 0% → 12% · rank #0 → #3+12pp
Biggest visibility fallers
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AWS Migration Hub 12% → 0% · rank #0 → #5-12pp
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CloudEndure 12% → 0% · rank #0 → #6-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
azure.microsoft.com
|
38% | 0% | Google AI Mode |
Azure Migrate dominates with 37.5% visibility, roughly 8.5 times the 4.4% category average, yet records 0.0% citation rate, the highest visibility-to-citation gap in the dataset. |
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| 2 |
vmware.com
|
25% | 0% | Google AI Mode |
VMware HCX holds second place at 25.0% visibility, nearly triple the category average, but like the leader it earns zero citations, indicating strong AI recall without source-backed endorsement. |
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| 3 |
rivermeadow.com
|
12% | 0% | Google AI Mode |
RiverMeadow reaches 12.5% visibility despite being a smaller specialist vendor, matching Turbonomic and placing it well above the 4.4% average, all with a 0.0% citation rate. |
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| 4 |
ibm.com
|
12% | 0% | Google AI Mode |
Turbonomic, now under the ibm.com domain, ties RiverMeadow at 12.5% visibility and 0.0% citations, suggesting IBM's rebranding has not yet generated cited source material in AI responses. |
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| 5 |
aws.amazon.com
|
0% | 12% | Google AI Mode |
AWS Migration Hub records 0.0% visibility but 12.5% citation rate, making it the clearest example in the top five of a brand cited by sources the AI trusts but not mentioned directly. |
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| 6 |
aws.amazon.com
|
0% | 12% | Google AI Mode |
| 7 |
cloud.google.com
|
0% | 0% | Google AI Mode |
| 8 |
opentext.com
|
0% | 0% | Google AI Mode |
| 9 |
cloud.google.com
|
0% | 0% | Google AI Mode |
| 10 |
cloudamize.com
|
0% | 0% | Google AI Mode |
| 11 |
cast.ai
|
0% | 0% | Google AI Mode |
| 12 |
flexera.com
|
0% | 0% | Google AI Mode |
| 13 |
cloudsphere.com
|
0% | 0% | Google AI Mode |
| 14 |
vmware.com
|
0% | 0% | Google AI Mode |
| 15 |
rackwareinc.com
|
0% | 0% | Google AI Mode |
| 16 |
flexify.io
|
0% | 0% | Google AI Mode |
| 17 |
corenttech.com
|
0% | 0% | Google AI Mode |
| 18 |
modelizeit.com
|
0% | 0% | Google AI Mode |
| 19 |
atlassian.com
|
0% | 0% | Google AI Mode |
| 20 |
stormreply.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.
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.
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.
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.
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 and a composite score of 26.2, more than double second-placed VMware HCX at 25.0%. The category average is just 4.4%, highlighting how concentrated AI attention is at the top.
What sources does AI cite most for cloud migration software research?
The top cited sources include youtube.com, gartner.com, and digitalocean.com, alongside niche sites such as missioncloud.com and jeffersonfrank.com. This mix suggests the AI draws from both analyst-tier content and practitioner tutorials.
Which brands have high visibility but no citations in this category?
Azure Migrate, VMware HCX, RiverMeadow, and Turbonomic all carry visibility scores between 12.5% and 37.5% while each recording a 0.0% citation rate. This means the AI names them without linking to external sources.
Are there brands that get cited but not mentioned directly by the AI?
Yes. AWS Migration Hub and CloudEndure both show 0.0% visibility but 12.5% citation rates each, meaning the AI references documents that mention these tools without surfacing the brand names in its own generated text.
How concentrated is AI visibility across the 20 brands tracked?
The top two brands, Azure Migrate and VMware HCX, together account for 62.5% of all visibility, while the category average sits at 4.4%. Half the tracked brands in the top ten record 0.0% on both visibility and citation.
Which engine drives AI visibility for cloud migration software brands?
Every brand in the dataset lists Google AI Mode as its top engine, indicating the entire measurable AI visibility footprint for this category currently originates from a single engine with no recorded cross-engine distribution.