Cloud migration tools: AI search visibility ranking (2026)
How AI search engines rank cloud migration tools 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 tools used to discover workloads, move applications and data, automate modernization, and reduce risk during infrastructure transitions. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
Refreshed Jun 13, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
Azure Migrate holds a commanding 25% visibility score, more than double the 12.5% of second-ranked AWS Application Migration Service, and both are new entrants this period with visibility deltas matching their current scores. The category average sits at just 1.9%, meaning Azure Migrate is operating at roughly 13 times the average. This concentration at the top is stark: only two of the 20 tracked brands register any visibility at all, and the remaining 18, including Google Cloud Migrate and Turbonomic, score zero.
A striking divergence defines this category: both Azure Migrate and AWS Application Migration Service carry 0% citation rates despite holding the only non-zero visibility scores. No brand in the dataset achieves any citations, producing a category average citation rate of 0.0%. This means AI Mode names these tools in responses but does not link to their domains as sources. Being named and being trusted as a citable source are entirely separate outcomes here, and currently no brand bridges that gap.
The cited sources Google AI Mode anchors on for this category are third-party and community platforms, not the brands themselves. YouTube, DigitalOcean, Gartner, Reddit, cortex.io, thectoclub.com, dckap.com, and domo.com appear as the top cited sources. This pattern suggests AI Mode draws its supporting evidence from tutorial content, analyst commentary, and community discussion rather than from official vendor documentation, which explains why even the top-ranked brands receive zero citation credit.
Movers & shakers since last refresh
Biggest visibility risers
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Azure Migrate 0% → 25% · rank #0 → #1+25pp
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AWS Application Migration Service 0% → 12% · rank #0 → #2+12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
azure.microsoft.com
|
25% | 0% | Google AI Mode |
Azure Migrate leads with 25% visibility, roughly 13 times the 1.9% category average, yet holds a 0% citation rate, identical to every other brand in the dataset. |
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| 2 |
aws.amazon.com
|
12% | 0% | Google AI Mode |
AWS Application Migration Service sits at 12.5% visibility, half of Azure Migrate's score, and also records 0% citations, placing it clearly second with no citation differentiation from peers. |
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| 3 |
cloud.google.com
|
0% | 0% | Google AI Mode |
Google Cloud Migrate scores 0% visibility and 0% citations despite being the host engine's own product, suggesting no home-platform advantage in Google AI Mode responses. |
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| 4 |
aws.amazon.com
|
0% | 0% | Google AI Mode |
CloudEndure registers 0% visibility and 0% citations, indistinguishable from 16 other brands below the top two, despite being hosted under the aws.amazon.com domain. |
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| 5 |
carbonite.com
|
0% | 0% | Google AI Mode |
Carbonite Migrate holds rank 5 with a composite score of 0.0, sharing identical zero visibility and citation figures with 15 other brands tracked in this category. |
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| 6 |
ibm.com
|
0% | 0% | Google AI Mode |
| 7 |
rackwareinc.com
|
0% | 0% | Google AI Mode |
| 8 |
rivermeadow.com
|
0% | 0% | Google AI Mode |
| 9 |
zerto.com
|
0% | 0% | Google AI Mode |
| 10 |
veeam.com
|
0% | 0% | Google AI Mode |
| 11 |
cohesity.com
|
0% | 0% | Google AI Mode |
| 12 |
rubrik.com
|
0% | 0% | Google AI Mode |
| 13 |
commvault.com
|
0% | 0% | Google AI Mode |
| 14 |
flexera.com
|
0% | 0% | Google AI Mode |
| 15 |
device42.com
|
0% | 0% | Google AI Mode |
| 16 |
cloudamize.com
|
0% | 0% | Google AI Mode |
| 17 |
densify.com
|
0% | 0% | Google AI Mode |
| 18 |
netapp.com
|
0% | 0% | Google AI Mode |
| 19 |
movere.com
|
0% | 0% | Google AI Mode |
| 20 |
vmware.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on cloud migration tools, 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 tools 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 tools AI visibility
Who leads AI visibility in the cloud migration tools category?
Azure Migrate leads with 25% visibility, followed by AWS Application Migration Service at 12.5%. Every other brand in the 20-brand dataset scores 0%.
What is the average AI visibility score for cloud migration tools brands?
The category average is 1.9% visibility, heavily skewed by the two brands that hold all measurable presence, while 18 brands contribute nothing to that average.
Which brands are cited as sources in AI responses about cloud migration tools?
No brand in the dataset achieves any citations. The category average citation rate is 0.0% across all 20 tracked brands.
What sources does Google AI Mode anchor on for cloud migration tools research?
The top cited sources are youtube.com, digitalocean.com, gartner.com, reddit.com, cortex.io, thectoclub.com, dckap.com, and domo.com, none of which are vendor domains.
Does Google Cloud Migrate benefit from any home-engine advantage in Google AI Mode?
No. Google Cloud Migrate scores 0% visibility and 0% citations in Google AI Mode, the same result as 17 other brands below the top two.
Which brands are new entrants to AI visibility in this category this period?
Azure Migrate and AWS Application Migration Service both entered from 0% previous visibility, with deltas of 25.0 and 12.5 percentage points respectively, making them the only risers recorded.