Small business=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
2%from 2% in September 2026
Inside the floor by 11 pointsRank 9 → 7 of 78
Google Cloud · 2 categories · RankedGoogle Cloud Billing
44Judge labels
1First choices
10Negative labels
12 / 14Models named it
2Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.8, every buyer segment counted.
Best standing
2% in FinOps for small business buyers
Rank 22 of 76 in the mid-market standingaccepted challenger
0 of 14 models made it the first choice on the direct prompt; 23% of its 13 labels there were negative.
What the models named instead of Google Cloud Billing →By buyer segmentRead the same way at every buyer size.
Small business8 of 83
2%19 labels
accepted challenger
Mid-market22 of 76
0%13 labels
accepted challenger
Enterprise73 of 73
0%10 labels
criticized challenger
In finops · 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 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 | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Cloud cost management | Cloud and infrastructure | 0% | 22 of 76 | 23% | 13 | accepted challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| IT financial management | IT operations and endpoint | 0% | 77 of 159 | 0% | 1 | under 10 labels · led by Nicus ITFM Platform at 9% |
Movement
Since September 2026, Google Cloud Billing held within the floor in all two categories: no change cleared 11 points.
Best category · FinOps · by segment
Mid-market=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 11 pointsRank 21 → 20 of 70
Enterprise=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 11 pointsRank 48 → 71 of 71
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| FinOps | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 21 → 22 of 76 |
| IT financial mgmt | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 77 of 159, unchanged |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
By model
How each model treated Google Cloud Billing across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.ShowHide
By model
How each model treated Google Cloud Billing across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ShowHide| 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 | 0 | 1 | 1 | 2 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 3 | 0 | 0 | 3 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 1 | 1 | 1 | 3 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 1 | 2 |
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
Direct5 labelsNone
Paraphrase2 labelsNone
Comparative10 labelsNone
Budget-constrained9 labels1
Scale-constrained1 labelNone
Negative17 labels3not counted in share
First choiceAlternativeMentionNegative44 labels in all, every segment counted; 1 of the 4 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.
“dedicated cloud cost tools (like native AWS Cost Explorer, Azure Cost Management, or Google Cloud Billing) are free” Kimi K2 · IT financial mgmt · budget prompt · alternative
“Azure Cost Management and GCP Cloud Billing are built-in, require no extra license” Muse Glimmer 30B · FinOps · budget prompt · alternative
“Start with native tools (AWS Cost Explorer, Azure Cost Management, GCP Billing)” Kimi K2 · FinOps · comparative prompt · alternative
“Native tools (AWS Cost Explorer, GCP Billing) as your foundation” GLM 4.7 FlashX · 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.
“Native billing tools are free (or very cheap) and excellent for basic cost tracking. However, they should be avoided as your *primary* FinOps platform” Gemini 3.5 Flash · FinOps · negative prompt · soft negative
“work well for single-cloud environments at small scale but require perfect tagging discipline and lack multi-cloud or Kubernetes cluster visibility” Muse Glimmer 30B · FinOps · negative prompt · soft negative
“They may lack depth compared to dedicated third-party solutions” MiniMax M2.5 · FinOps · negative prompt · soft negative
Named alongside
The products named in the same answers as Google Cloud Billing, over the 44 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.ShowHide
Named alongside
The products named in the same answers as Google Cloud Billing, over the 44 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.
ShowHideProductSame answerTook the first choice insteadHead to head
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 Google Cloud Billing. 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 39 of the 44 answers that named Google Cloud Billing and are not a share of its labels.
Domains cited
cloudaware.com25
cloudzero.com20
g2.com17
amnic.com16
openmetal.io15
nops.io14
finout.io13
cloudbolt.io11
learn.g2.com11
usage.ai11
153 of the 153 domain citations in answers naming Google Cloud Billing came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
cloud.google.com is not in Google's top ten for any of the category's searches. In the answers, Google Cloud Billing takes 0% of first choices and Vantage takes 45%.ShowHide
Search and answers
cloud.google.com is not in Google's top ten for any of the category's searches. In the answers, Google Cloud Billing takes 0% of first choices and Vantage takes 45%.
ShowHideIn search
Google, US estimatesPosition for “cloud cost management platform”
–
not in the top ten
Position for “cloud cost management platforms”
–
not in the top ten
- Searches for its name, Google
- 2,400 a month (“google cloud billing”)
- AI search demand for its name, est.
- 75 a month
- Organic visits to its site
- about 7,405,347 a month
- Searches its site ranks for
- 70,320 · 16,032 in the top three
- Sites linking to it
- 201,334
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
Ads on Google
None found in Google's ad transparency records for the US
In answers
This editionShare of first choices
0%
rank 22 of 76 in finops
Segment leader
45%
Vantage
- First choices
- 1 across its categories
- Named in
- 44 answers
- Its own site cited
- in 39 of the answers that named it
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
What it publishes
ShowHide
What it publishes
ShowHideAddresses on cloud.google.com
79
subdomains included
Content
67
counted in the table below
Documentation
6
Product · Integration
0 · 0
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 37 | 14 | 2026-09-28 | API management | |
| Case study | 19 | undated | |||
| Conference or event | 4 | undated | |||
| Report or ebook | 2 | undated | |||
| Glossary or explainer | 2 | undated | |||
| Webinar or virtual event | 1 | undated | |||
| Template or tool | 1 | undated | |||
| News or press | 1 | undated |
Most recent
- 2026-09-28Storage optimized z4d vm and bare metal instances blog
- 2026-09-28Accelerate geospatial coding with ai in google earth engine blog
- 2026-09-25Storage intelligence advisor and batch operations updates blog
- 2026-09-25Memorystore for valkey 9 1 3x qps caching blog
- 2026-09-252026 gartner magic quadrant for container management blog
- 2026-09-24Gemini 3 8 live with live avatar is now generally available blog
How it is countedHide how it is counted
Every page cloud.google.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
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 5GCP Billing Reports 1GCP Cloud Billing 1Google Cloud Billing Reports 1
Follow Google Cloud Billing
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
Google Cloud is the company behind Google Cloud Billing.ShowHide
The company
Google Cloud is the company behind Google Cloud Billing.
ShowHideOn record
Company records- Also from Google Cloud
- Google 2-Step Verification, Google Alerts, Google AlloyDB for PostgreSQL, Google Analytics, Google Antigravity, Google Artifact Registry, Google AutoML, Google BigQuery ML and 84 more
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.
What a new claim receivesHide what a new claim receives
A new claim receives the current edition's vendor brief for Google Cloud Billing by email, built from the raw record of the edition. It shows:
- where Google Cloud Billing 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 Google Cloud Billing, 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.