Index › Products › Scale Computing HC3 · October 2026 Edition

1 category · Named, not ranked

Scale Computing HC3

6Judge labels

1First choices

0Negative labels

6 / 14Models named it

1Category

October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.8, every buyer segment counted.

Standing

5 labels, too few to rank

A product needs 10 labels in a category before a share or quadrant is stated. Scale Computing HC3 was named 5 times in Server virtualization, where Proxmox VE led with 42%. The labels and the evidence are below, counted exactly.

By buyer segmentRead the same way at every buyer size.

Small business8 of 67

under the label threshold

Mid-market16 of 78

under the label threshold

Enterprisenot named

No model named it for this buyer.

In server virtualization · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading

Standing by category

Every category where a model named Scale Computing HC3 for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.

Category	Function	Share	Rank	Negative rate	Labels	Quadrant	Since September 2026
Server virtualization platforms	Cloud and infrastructure	0%	16 of 78	0%	5	under 10 labels · led by Proxmox VE at 42%

Movement

This is the first edition on this tier, so no move can be computed for Scale Computing HC3 yet. From the next edition this section shows, per buyer segment and per category, whether its share moved by more than the measured noise floor.

By model

How each model treated Scale Computing HC3 across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.

ShowHide

Model	Alternative	Labels
Claude Haiku 4.5	0	0
GPT-5.4 mini	0	0
Gemini 3.5 Flash	0	0
Perplexity Sonar	1	1
Grok 4.1 Fast	0	0
Mistral Small	1	1
DeepSeek V4 Flash	1	1
Llama 4 Maverick	0	0
Qwen 3.7 Flash	0	0
Kimi K2	1	1
GLM 4.7 FlashX	1	1
MiniMax M2.5	0	0
GPT-6 Luna	0	0
Muse Glimmer 30B	0	0

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.

FramingLabels by classFirst choices

Direct3 labelsNone

Paraphrase3 labels1

Comparative0 labelsNone

Budget-constrained0 labelsNone

Scale-constrained0 labelsNone

Negative0 labelsNone

First choiceAlternativeMentionNegative6 labels in all, every segment counted; 1 of the 1 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“For distributed or edge environments, Scale Computing stands out for simplicity and manageability.” Mistral Small · Server virtualization · paraphrase prompt · alternative

“Very small‑to‑mid‑market with limited ops staff and edge sites” GLM 4.7 FlashX · Server virtualization · direct prompt · alternative

“Scale Computing HC3 — Best for Simplicity & Mid-Market Fit” DeepSeek V4 Flash · Server virtualization · paraphrase prompt · alternative

“Best Hyperconverged Option for Mid-Market” Kimi K2 · Server virtualization · direct prompt · alternative

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

No model argued against it.

Named alongside

The products named in the same answers as Scale Computing HC3, over the 6 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Scale Computing HC3 was named but was not.

ShowHide

ProductSame answerTook the first choice insteadHead to head

Proxmox VE6 of 60Not among the top eight

Microsoft Hyper-V4 of 63Not among the top eight

Nutanix AHV3 of 60Not among the top eight

VMware vSphere2 of 61Not among the top eight

Sangfor HCI2 of 60Not among the top eight

Nutanix Cloud Infrastructure1 of 61Not among the top eight

Azure Stack HCI1 of 60Not among the top eight

HPE Hyperconverged Infrastructure1 of 60Not among the top eight

Hyper-V1 of 60Not among the top eight

Microsoft Hyper-V / Azure Local1 of 60Not among the top eight

A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named Scale Computing HC3. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 6 of the 6 answers that named Scale Computing HC3 and are not a share of its labels.

Domains cited

ciopages.com4

g2.com4

us.fitgap.com4

dnsstuff.com3

peerspot.com3

sangfor.com3

arcfra.com2

cloudchipr.com2

cloudzero.com2

gartner.com2

No domain is on file for Scale Computing HC3, so its own site is not marked.

Pages cited

ciopages.com/buyer-guides/virtualization-platform4

dnsstuff.com/server-virtualization-software3

cloudchipr.com/blog/vmware-alternatives2

cloudzero.com/blog/vmware-alternatives2

kestra.io/resources/infrastructure/vmware-cloud-alternatives2

northflank.com/blog/best-vmware-alternatives-in-20262

sangfor.com/blog/cloud-and-infrastructure/top-vmware-alternatives-20262

slashdot.org/software/server-virtualization/f-mid-size-business2

Pages are listed as the models cited them.

Follow Scale Computing HC3

An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.

Already following? Everything you follow, with a stop for each.

Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Scale Computing HC3's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Scale Computing HC3, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

What a new claim receivesHide what a new claim receives

A new claim receives the current edition's vendor brief for Scale Computing HC3 by email, built from the raw record of the edition. It shows:

where Scale Computing HC3 is named, by buyer and by framing, and which cells hold its first choices;
the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
its vocabulary against the segment leader's, and the pages the models cited;
who was chosen in the answers that did not name Scale Computing HC3, and every reason the record gives;
a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
one page of published figures cleared to show a buyer.