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Index › Products › VMware Aria Cost · October 2026 Edition
VMware · 1 category · Named, not ranked

VMware Aria Cost

2Judge labels
0First choices
1Negative labels
2 / 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
1 label, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. VMware Aria Cost was named 1 time in IT financial mgmt, where Nicus ITFM Platform led with 9%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
In it financial mgmt · 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 VMware Aria Cost 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.
CategoryFunctionShareRankNegative rateLabelsQuadrantSince September 2026
IT financial managementIT operations and endpoint0%94 of 1590%1under 10 labels · led by Nicus ITFM Platform at 9%

Movement

This is the first edition on this tier, so no move can be computed for VMware Aria Cost 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 VMware Aria Cost across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
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ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.500000
GPT-5.4 mini00000
Gemini 3.5 Flash00000
Perplexity Sonar00000
Grok 4.1 Fast00000
Mistral Small00000
DeepSeek V4 Flash00000
Llama 4 Maverick00000
Qwen 3.7 Flash00000
Kimi K200000
GLM 4.7 FlashX00000
MiniMax M2.501001
GPT-6 Luna00000
Muse Glimmer 30B00000

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
Direct0 labelsNone
Paraphrase0 labelsNone
Comparative1 labelNone
Budget-constrained0 labelsNone
Scale-constrained0 labelsNone
Negative1 labelNone
First choiceAlternativeMentionNegative2 labels in all, every segment counted; 0 of the 0 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.

“Best for organizations deeply invested in VMware infrastructure seeking consistent controls across clouds.” MiniMax M2.5 · IT financial mgmt · comparative 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 VMware Aria Cost, over the 2 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and VMware Aria Cost was named but was not.
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ProductSame answerTook the first choice insteadHead to head
AWS Cost Explorer2 of 21Not among the top eight
IBM Apptio2 of 21Not among the top eight
Microsoft Cost Management2 of 21Not among the top eight
Flexera One2 of 20Not among the top eight
Google Cloud Billing1 of 21Not among the top eight
CloudZero1 of 20Not among the top eight
Cloudaware1 of 20Not among the top eight
FreshBooks1 of 20Not among the top eight
Kubecost1 of 20Not among the top eight
MagicOrange1 of 20Not 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 VMware Aria Cost. 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 2 of the 2 answers that named VMware Aria Cost and are not a share of its labels.

Domains cited

amnic.com1
apptio.com1
aws.amazon.com1
bigtime.net1
checkthat.ai1
cio.com1
cloudconsultingfirms.com1
cloudtoggle.com1
controlplane.com1
costanalyst.ai1

Ten of the ten domain citations in answers naming VMware Aria Cost came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

Names read as VMware Aria Cost

What the judge wrote, as written, with how often. The vendor table decides that these count as VMware Aria Cost; a claim can dispute any of them.
VMware Aria Cost (powered by CloudHealth) 1

Follow VMware Aria Cost

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.

The company

VMware is the company behind VMware Aria Cost.
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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 VMware Aria Cost'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 VMware Aria Cost, 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 VMware Aria Cost by email, built from the raw record of the edition. It shows:

  • where VMware Aria Cost 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 VMware Aria Cost, 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.
The subscriber app

A verification link goes to your work email; an address at vmware.com is approved on the spot, any other is reviewed by hand. Your email is never published. Claiming gives no say over labels, shares, verdicts or which quotes appear.