Every category where a model named Google Cloud Billing 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
Cloud cost management	Cloud and infrastructure	0%	25 of 79	33%	9	under 10 labels · led by Vantage at 54%

Movement

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

By model

How each model treated Google Cloud Billing across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.

Model	First choice	Alternative	Mention	Negative	Labels
Claude Haiku 4.5	0	0	0	0	0
GPT-5.4 mini	0	0	0	0	0
Gemini 3.5 Flash	0	1	0	1	2
Perplexity Sonar	1	0	0	0	1
Grok 4.1 Fast	0	0	0	0	0
Mistral Small	0	0	0	0	0
DeepSeek V4 Flash	0	0	0	0	0
Llama 4 Maverick	0	0	0	0	0
Qwen 3.7 Flash	0	0	1	2	3
Kimi K2	0	2	0	0	2
GLM 4.7 FlashX	0	1	0	0	1
MiniMax M2.5	0	0	0	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

Paraphrase6 labelsNone

Comparative4 labels2not counted in share

Budget-constrained6 labels1

Scale-constrained2 labelsNone

Negative14 labels6not counted in share

First choiceAlternativeMentionNegative35 labels in all, every segment counted; 1 of the 9 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.

“start with native tools like AWS Cost Explorer, Azure Cost Management, or GCP Billing” Perplexity Sonar · FinOps · negative prompt · first choice

“Completely free. The Catch: They only work well if you are 100% committed to a single cloud provider” Gemini 3.5 Flash · FinOps · budget prompt · alternative

“If you are just starting out: Use AWS/Azure Cost Explorer (Native) until you hit a limit” GLM 4.7 FlashX · FinOps · budget prompt · alternative

“Native tools (AWS Cost Explorer, Azure Cost Management, GCP Billing) — often sufficient” Kimi K2 · FinOps · negative 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.

“Avoid relying solely on AWS Cost Explorer, GCP Billing, or Azure Cost Management as your primary tool” Qwen 3.7 Flash · FinOps · negative prompt · hard negative

“Limitation: They generally lack the cross-cloud aggregation, granular Kubernetes support” Qwen 3.7 Flash · FinOps · comparative prompt · soft negative

“AWS Cost Explorer, Azure Cost Management, GCP Billing... No Container Granularity” Gemini 3.5 Flash · FinOps · negative prompt · soft negative

Named alongside

The products named in the same answers as Google Cloud Billing, over the 35 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Google Cloud Billing was named but was not.

ProductSame answerTook the first choice insteadHead to head

Microsoft Cost Management32 of 351Not in the top three

AWS Cost Explorer30 of 352Not in the top three

Vantage25 of 3511Not in the top three

IBM Apptio Cloudability25 of 353Not in the top three

VMware Tanzu CloudHealth21 of 352Not in the top three

Kubecost18 of 350Not in the top three

CloudZero14 of 352Not in the top three

Infracost14 of 350Not in the top three

Flexera One13 of 351Not in the top three

Finout12 of 351Not in the top three

A head-to-head page exists where both products are in a category's top three. 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 Google Cloud Billing. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 25 of the 35 answers that named Google Cloud Billing and are not a share of its labels.

Domains cited

cloudaware.com19

cloudzero.com19

gartner.com13

spendark.com12

usage.ai12

nops.io11

reddit.com10

vantage.sh10

finout.io9

flexera.com9

124 of the 124 domain citations in answers naming Google Cloud Billing came from somebody else's page.

Pages cited

cloudzero.com/blog/cloud-cost-management-tools17

cloudaware.com/blog/cloud-cost-management-tools13

gartner.com/reviews/market/cloud-financial-management-tools13

spendark.com/blog/cloud-cost-tools-small-business9

usage.ai/blogs/finops/tools/best-tools9

harness.io/blog/cloud-cost-management-tools8

learn.g2.com/best-cloud-cost-management-software8

nops.io/blog/cloud-cost-management-software-tools8

Pages are listed as the models cited them.

Names read as Google Cloud Billing

What the judge wrote, as written, with how often. The vendor table decides that these count as Google Cloud Billing; a claim can dispute any of them.

GCP Billing 5Google Cloud Billing Reports 2AWS Cost Explorer / Azure Cost Management / Google Cloud Billing 1

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 Google Cloud Billing'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 Google Cloud Billing, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at google.dev is approved on the spot, any other address is reviewed by hand.

Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.