Small business=heldSince September 2026: 41% → 41%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
41%from 41% in September 2026
Inside the floor by 11 pointsRank 1 of 78, unchanged
3 categories · RankedVantage
156Judge labels
58First choices
7Negative labels
14 / 14Models named it
3Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.8, every buyer segment counted.
Best standing
45% in FinOps for mid-market buyers
Rank 1 of 76 in the mid-market standingendorsed leader
10 of 14 models made it the first choice on the direct prompt; 4% of its 48 labels there were negative.
What the models named instead of Vantage →By buyer segmentStrongest at mid-market.
Small business1 of 83
41%54 labels
endorsed leader
Mid-market1 of 76
45%48 labels
endorsed leader
Enterprise5 of 73
8%32 labels
accepted 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 Vantage 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 | 45% | 1 of 76 | 4% | 48 | endorsed leader | ▼−9Since September 2026: 54% → 45%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| IT financial management | IT operations and endpoint | 0% | 34 of 159 | 0% | 7 | under 10 labels · led by Nicus ITFM Platform at 9% | |
| Colocation providers | Cloud and infrastructure | 0% | 62 of 78 | 0% | 1 | under 10 labels · led by TierPoint at 22% |
Movement
Since September 2026, Vantage held within the floor in all three categories: no change cleared 11 points.
Best category · FinOps · by segment
Mid-market▼−9Since September 2026: 54% → 45%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
45%from 54% in September 2026
Inside the floor by 2 pointsRank 1 of 70, unchanged
Enterprise▼−2Since September 2026: 11% → 9%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
9%from 11% in September 2026
Inside the floor by 9 pointsRank 3 → 4 of 71
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| FinOps | 54% | 45% | ▼−9Since September 2026: 54% → 45%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 1 of 76, unchanged |
| IT financial mgmt | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 34 of 159, unchanged |
| Colocation | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 62 of 78, 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 Vantage 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 Vantage 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 | 1 | 1 | 0 | 1 | 3 |
| GPT-5.4 mini | 1 | 0 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 4 | 3 | 0 | 0 | 7 |
| Perplexity Sonar | 2 | 2 | 0 | 0 | 4 |
| Grok 4.20 | 2 | 1 | 0 | 0 | 3 |
| Mistral Small | 1 | 1 | 0 | 1 | 3 |
| DeepSeek V4 Flash | 3 | 6 | 1 | 0 | 10 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 2 | 1 | 1 | 0 | 4 |
| Kimi K2 | 3 | 0 | 1 | 0 | 4 |
| GLM 4.7 FlashX | 3 | 1 | 1 | 0 | 5 |
| MiniMax M2.5 | 2 | 0 | 0 | 0 | 2 |
| GPT-6 Luna | 2 | 3 | 0 | 0 | 5 |
| Muse Glimmer 30B | 3 | 0 | 2 | 0 | 5 |
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
Direct33 labels22
Paraphrase22 labels16
Comparative30 labels17not counted in share
Budget-constrained32 labels15
Scale-constrained19 labels5
Negative20 labels1not counted in share
First choiceAlternativeMentionNegative156 labels in all, every segment counted; 58 of the 76 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.
“two platforms currently stand out as the most practical choices for this specific size bracket: Vantage and nOps.” Qwen 3.7 Flash · FinOps · direct prompt · first choice
“Vantage stands out for its balance of real-time visibility, ease of use, and strong multi-cloud support” Mistral Small · FinOps · paraphrase prompt · first choice
“I’d pick Vantage for a budget-conscious company that wants a dedicated cloud cost management platform” Perplexity Sonar · FinOps · budget prompt · first choice
“the best overall choice is usually Vantage if you want fast deployment, broad multi-cloud visibility” Perplexity Sonar · FinOps · direct prompt · first choice
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.
“Users frequently report a steep learning curve, complex setup process... Customer support is also criticized as poor, and the platform is considered expensive” Mistral Small · FinOps · negative prompt · hard negative
“Some users report limited customization, inadequate reporting without extra tuning, and occasional integration challenges.” Claude Haiku 4.5 · FinOps · negative prompt · soft negative
Named alongside
The products named in the same answers as Vantage, over the 156 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Vantage was named but was not.ShowHide
Named alongside
The products named in the same answers as Vantage, over the 156 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Vantage 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 Vantage. 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 151 of the 156 answers that named Vantage and are not a share of its labels.
Domains cited
cloudaware.com92
cloudzero.com88
amnic.com74
vantage.shYour site62
nops.io59
finout.io58
g2.com58
openmetal.io52
pointfive.co34
usage.ai33
548 of the 610 domain citations in answers naming Vantage came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
Where Vantage stands in Google search beside where it stands in the models' answers.ShowHide
Search and answers
Where Vantage stands in Google search beside where it stands in the models' answers.
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
- 49,500 a month (“vantage”)
- AI search demand for its name, est.
- 10,715 a month
- Organic visits to its site
- about 37,252 a month
- Searches its site ranks for
- 4,140 · 1,180 in the top three
- Sites linking to it
- 2,520
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
In answers
This editionShare of first choices
45%
rank 1 of 76 in finops
First choices
58
across its categories
- Named in
- 156 answers
- Its own site cited
- in 151 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 vantage.sh
1,094
subdomains included
Content
562
counted in the table below
Documentation
199
Product · Integration
24 · 37
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 496 | 97 | 2026-09-24 | FinOps, CDN | |
| Comparison | 36 | 2 | 2026-09-24 | ||
| Case study | 9 | 9 | 2026-09-24 | ||
| Conference or event | 7 | undated | |||
| Webinar or virtual event | 6 | undated | |||
| Report or ebook | 6 | undated | |||
| Glossary or explainer | 1 | 0 | 2021-12-13 | ||
| News or press | 1 | undated |
Most recent
- 2026-09-24Cartesia cost management blog
- 2026-09-24Allium case study case study
- 2026-09-24Barstool case study case study
- 2026-09-24Boomi case study case study
- 2026-09-24Extend case study case study
- 2026-09-24Pbs case study case study
Events in person
Last twelve months
- June 8, 2026 to June 11, 2026FinOps X 2026booth E4, San Diego · sponsored
- December 1, 2025 to December 5, 2025re:Invent 2025Booth #1657, Las Vegas · sponsored
As the event pages on vantage.sh state them, read September 28, 2026.
How it is countedHide how it is counted
Every page vantage.sh 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 Vantage
What the judge wrote, as written, with how often. The vendor table decides that these count as Vantage; a claim can dispute any of them.
Vantage Starter 1
Follow Vantage
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
Vantage is its own company.ShowHide
The company
Vantage is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- Multi Cloud Cost Management & Optimization Tool
- For
- developers
- Price stated
- Pricing vantage.sh
- Starting price
- Free vantage.sh/pricing
- Free plan or trial
- Sign up for free vantage.sh
- Integrations claimed
- 37 vantage.sh
- Certifications
- SOC 1 ComplianceSOC 2 Compliance
- Customers named
- PBSBlockRipplingExtendPlanetScaleAlliumBoomiVGS
- Not stated on the pages read
- Hosting
What Vantage's own pages state, read September 28, 2026: vantage.sh, vantage.sh/pricing, trust.vantage.sh, vantage.sh/features/mcp, vantage.sh/customers. A claimed page can correct any of them.
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 Vantage'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 Vantage, 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 Vantage by email, built from the raw record of the edition. It shows:
- where Vantage 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 Vantage, 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.
Badges
Wins only: a badge exists where Vantage is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.ShowHide
Badges
Wins only: a badge exists where Vantage is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.
ShowHideAI models recommend Vantage first in Cloud cost management this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Wide · 320 × 104 Website, beside other badges
Square · 240 × 240 LinkedIn, slides
Compact · 200 × 56 Email signature, footer
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.