Cloud cost management
Asked as “cloud cost management platform”, and as “FinOps tool”, on behalf of a mid-market B2B company. 60 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
45%
Clear leader
45Vantage10AWS Cost Explorer10CloudZero35others
45% of first choices, clear leader.
Since September 2026▼−9Since September 2026: 54% → 45%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Vantage held the lead, −9 points on 54%, inside the 11-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Vantage41%Clear leader=heldSince September 2026: 41% → 41%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketVantage45%Clear leader▼−9Since September 2026: 54% → 45%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageEnterprise
IBM Apptio Cloudability49%Clear leader▲+1Since September 2026: 45% → 47%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
Vantage41%Clear leader=heldSince September 2026: 41% → 41%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketVantage45%Clear leader▼−9Since September 2026: 54% → 45%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageEnterpriseIBM Apptio Cloudability49%Clear leader▲+1Since September 2026: 45% → 47%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Vantage45%4%48endorsed leader▼−9Since September 2026: 54% → 45%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.54% → 45%
Vantage45%4%48endorsed leader▼−9Since September 2026: 54% → 45%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.54% → 45%02
CloudZero10%5%41accepted challenger▲+1Since September 2026: 10% → 10%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 10%
CloudZero10%5%41accepted challenger▲+1Since September 2026: 10% → 10%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 10%03
AWS Cost Explorer10%29%38criticized challenger▼−1Since September 2026: 10% → 8%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 8%
AWS Cost Explorer10%29%38criticized challenger▼−1Since September 2026: 10% → 8%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 8%04
Finout5%4%24accepted challenger▲+2Since September 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 6%
Finout5%4%24accepted challenger▲+2Since September 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 6%05
Microsoft Cost Management5%27%30criticized challenger=heldSince September 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 4%
Microsoft Cost Management5%27%30criticized challenger=heldSince September 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 4%06
nOps3%0%13accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%
nOps3%0%13accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%07Kubecost2%3%31accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
08
ProsperOps2%0%18accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
ProsperOps2%0%18accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%09
Flexera One2%27%26criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Flexera One2%27%26criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%10
Harness Cloud Cost Management2%8%12accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Harness Cloud Cost Management2%8%12accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%11
Spot by NetApp2%25%12criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Spot by NetApp2%25%12criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%12
VMware Tanzu CloudHealth2%43%35criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
VMware Tanzu CloudHealth2%43%35criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%Show the four products at 0%, ordered by negative rate
16IBM Apptio Cloudability0%43%51criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
IBM Apptio Cloudability0%43%51criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%15
Google Cloud Billing Lab in the set0%23%13accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Google Cloud Billing Lab in the set0%23%13accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%13
CAST AI0%17%18accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
CAST AI0%17%18accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%14
OpenCost0%8%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
OpenCost0%8%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%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
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Google Cloud Billing is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other thirteen models zero times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
All twenty-eight head-to-head pages: the top eight products, each against each
Vantage vs Microsoft Cost ManagementVantage vs nOpsVantage vs KubecostVantage vs ProsperOpsCloudZero vs AWS Cost ExplorerCloudZero vs FinoutCloudZero vs Microsoft Cost ManagementCloudZero vs nOpsCloudZero vs KubecostCloudZero vs ProsperOpsAWS Cost Explorer vs FinoutAWS Cost Explorer vs Microsoft Cost ManagementAWS Cost Explorer vs nOpsAWS Cost Explorer vs KubecostAWS Cost Explorer vs ProsperOpsFinout vs Microsoft Cost ManagementFinout vs nOpsFinout vs KubecostFinout vs ProsperOpsMicrosoft Cost Management vs nOpsMicrosoft Cost Management vs KubecostMicrosoft Cost Management vs ProsperOpsnOps vs KubecostnOps vs ProsperOpsKubecost vs ProsperOps
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
010203040506K07
080910111213141516Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Vantage45%
Vantage45%02CloudZero10%
CloudZero10%03AWS Cost Explorer10%
AWS Cost Explorer10%04Finout5%
Finout5%05Microsoft Cost Management5%
Microsoft Cost Management5%06nOps3%
nOps3%07Kubecost2%
08ProsperOps2%
ProsperOps2%09Flexera One2%
Flexera One2%10Harness Cloud Cost Management2%
Harness Cloud Cost Management2%11Spot by NetApp2%
Spot by NetApp2%12VMware Tanzu CloudHealth2%
VMware Tanzu CloudHealth2%13CAST AI0%
CAST AI0%14OpenCost0%
OpenCost0%15Google Cloud Billing0%
Google Cloud Billing0%16IBM Apptio Cloudability0%
IBM Apptio Cloudability0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, MiniMax M2.5 and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
IBM Apptio Cloudability43%
22 of 51 labels negative · 9 of 14 models · 6 hard negative
“Avoid percentage-of-spend pricing models (like CloudHealth, Cloudability, or Finout's enterprise tiers)” DeepSeek V4 Flash, budget prompt
VMware Tanzu CloudHealth43%
15 of 35 labels negative · 9 of 14 models · 6 hard negative
“Slowed innovation post-acquisition, increased customer attrition, uncertain future... Avoid if: Multi-cloud heavy or need cutting-edge automation.” Grok 4.1 Fast, negative prompt
AWS Cost Explorer29%
11 of 38 labels negative · 9 of 14 models
“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, negative prompt
Microsoft Cost Management27%
8 of 30 labels negative · 8 of 14 models
“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, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
76 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1047 links across 188 sites, every framing counted. Ranked by the number of answers carrying the site or page. 21 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · CloudZero51 answers · 84 citations · 12 models
vendor site · Cloudaware50 answers · 76 citations · 13 models
vendor site · Amnic39 answers · 53 citations · 12 models
vendor site · OpenMetal28 answers · 28 citations · 12 models
vendor site · Finout27 answers · 31 citations · 11 models
vendor site · G226 answers · 43 citations · 11 models
vendor site · nOps25 answers · 31 citations · 11 models
vendor site · Vantage23 answers · 28 citations · 10 models
vendor site · G221 answers · 23 citations · 9 models
vendor site · Usage.ai19 answers · 24 citations · 8 models
vendor site · PointFive19 answers · 20 citations · 10 models
vendor site · SourceForge15 answers · 20 citations · 10 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
30 answers · 11 models
29 answers · 12 models
28 answers · 12 models
22 answers · 8 models
21 answers · 9 models
20 answers · 10 models
20 answers · 10 models
16 answers · 8 models
15 answers · 8 models
15 answers · 7 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best cloud cost management platform”, “cloud cost management platform”, “cloud cost management platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Vantage vantage.sh | 45% | 151 | 49,500 | 10,715 | 37,252 | 4 | ||
| CloudZero cloudzero.com | 10% | 155 | 2,400 | 32 | 99,194 | $25,945 | 5 | 3 |
| AWS parent site AWS Cost Explorer 10% | 10% | 113 | 368,000 | 114,001 | ||||
| Finout finout.io | 5% | 82 | 880 | 10 | 40,296 | 30 | ||
| Microsoft parent site Microsoft Cost Management 5% | 5% | 86 | 2,240,000 | 403,136 | ||||
| nOps nops.io | 3% | 36 | 12,100 | 415 | 27,991 | 20 | 7 | |
| Google Cloud cloud.google.com Google Cloud Cost Management 3%, Google Cloud Billing 0% | 3% | 39 | 165,000 | 7,596 | 7,405,347 | |||
| Flexera flexera.com Flexera One 2%, Spot by NetApp 2% | 3% | 201 | 210 | 0 | 48,107 company | 31 | ||
| Kubecost | 2% | 1,000 | 25 | |||||
| ProsperOps prosperops.com | 2% | 41 | 1,300 | 20 | 8,226 | 13 | 7 |
Google's top ten for the three searches hold 14 sites; 4 of them are among the sites the models cited here (cloudaware.com, cloudzero.com, nops.io, usage.ai). The first result for “best cloud cost management platform” is gartner.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best cloud cost management platform for a mid-market B2B company?”Paraphrase“Which FinOps tool would you recommend to a mid-sized B2B company?”Comparative“What are the top cloud cost management platforms and how do they differ?”Budget-constrained“What is the best cloud cost management platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a cloud cost management platform. What should we look at?”Negative“Which cloud cost management platforms should I avoid or be cautious about?”
Claude Haiku 4.5Vantageno first choiceChangedCloudZeroagainst: AWS Cost Explorer, Google Cloud Cost Management, Microsoft Cost ManagementAWS Cost Explorer, Microsoft Cost Managementno first choiceagainst: CloudZero, Flexera One, IBM Apptio Cloudability, ScaleOps, Spendbase, Vantage
Two alternatives
Amnic, CloudZeroFive alternatives
IBM Apptio Cloudability, IBM Turbonomic, Sedai, VMware Tanzu CloudHealth, nOpsFour alternatives
Cloudaware, Google Cloud Cost Management, Harness Cloud Cost Management, VantageGPT-5.4 miniVantageAWS-native cost management plus Cloud Intelligence DashboardsChangedAWS Compute Optimizer, AWS Cost Explorer, Google Cloud Cost Management, Microsoft Cost ManagementAWS Cost Explorer, Google Cloud Cost Management, Microsoft Cost Managementno first choiceagainst: Archera, DoiT Cloud Intelligence, Spendbase
Three alternatives
Flexera One, Kubecost, VMware Tanzu CloudHealthThree alternatives
AWS FinOps Agent, IBM Apptio Cloudability, VMware Tanzu CloudHealthSix alternatives
Finout, Flexera One, IBM Apptio Cloudability, Kubecost, Spot by NetApp, VMware Tanzu CloudHealthThree alternatives
FinOps hubs, OpenCost, OpenOps CommunityGemini 3.5 FlashVantageagainst: IBM Apptio Cloudability, VMware Tanzu CloudHealthVantageHeldagainst: IBM Apptio Cloudability, VMware Tanzu CloudHealthVantageHarness Cloud Cost Management, Vantageno first choiceagainst: Broadcom, IBM Apptio Cloudability, VMware Tanzu CloudHealthagainst: AWS Cost Explorer, Google Cloud Billing, IBM Apptio Cloudability, Microsoft Cost Management, VMware Tanzu CloudHealth
Five alternatives
CAST AI, CloudZero, Finout, ProsperOps, nOpsFour alternatives
CAST AI, CloudZero, Finout, ProsperOpsSix alternatives
CAST AI, CloudZero, Finout, Flexera One, IBM Apptio Cloudability, KubecostFour alternatives
Cloud Custodian, Infracost, Komiser, OpenCostSeven alternatives
CAST AI, CloudZero, Finout, Kubecost, PointFive, Sedai, VantagePerplexity SonarVantageagainst: IBM Apptio CloudabilityFinoutChangedno first choiceVantageno first choicenothing named
One alternative
CloudZeroTwo alternatives
Flexera One, VantageNine alternatives
CloudZero, Flexera One, IBM Apptio Cloudability, Infracost, Kubecost, ProsperOps, Spot by NetApp, VMware Tanzu CloudHealth, VantageSix alternatives
AWS Cost Explorer, Google Cloud cost tools, Kubecost, Microsoft Cost Management, OpenCost, SpendbaseGrok 4.1 FastCloudZeroVantageChangedIBM Apptio Cloudabilityagainst: AWS Cost ExplorerAWS Cost Explorer, VantageCloudZeroagainst: AWS Cost Explorer, Microsoft Cost Managementagainst: AWS Cost Explorer, CloudZero, Flexera One, Harness Cloud Cost Management, VMware Tanzu CloudHealth
Three alternatives
Harness Cloud Cost Management, IBM Apptio Cloudability, Spot by NetAppThree alternatives
CloudZero, IBM Apptio Cloudability, ProsperOpsFour alternatives
Broadcom, CloudZero, Flexera One, Harness Cloud Cost ManagementThree alternatives
Google Cloud Billing, Kubecost, Microsoft Cost ManagementFour alternatives
CAST AI, Finout, IBM Apptio Cloudability, VantageMistral SmallCloudZero, ProsperOpsVantageChangedVMware Tanzu CloudHealthKubecost, nOpsno first choiceagainst: AWS Cost Explorer, Microsoft Cost Management, Spot by NetApp, VMware Tanzu CloudHealth, Vantage
Three alternatives
Flexera One, IBM Apptio Cloudability, VantageThree alternatives
Hyperglance, Spot by NetApp, VMware Tanzu CloudHealthFour alternatives
Flexera One, IBM Apptio Cloudability, Kubecost, Spot by NetAppTwo alternatives
Pump, SpendArkDeepSeek V4 FlashVantageagainst: IBM Apptio Cloudability, Spot by NetApp, VMware Tanzu CloudHealthVantageHeldno first choiceVantageagainst: Finout, IBM Apptio Cloudability, VMware Tanzu CloudHealthCloudZero, Finoutagainst: AWS Cost Explorer, IBM Apptio Cloudability, Microsoft Cost Management, VMware Tanzu CloudHealthagainst: CAST AI, Flexera One, IBM Apptio Cloudability, VMware Tanzu CloudHealth
Three alternatives
CloudZero, Economize, nOpsTwo alternatives
CloudZero, FinoutNine alternatives
AWS Cost Explorer, CAST AI, CloudZero, Finout, IBM Apptio Cloudability, Kubecost, ProsperOps, VMware Tanzu CloudHealth, VantageFour alternatives
AWS Cost Explorer, Economize, Google Cloud Billing, Microsoft Cost ManagementTwo alternatives
Vantage, nOpsLlama 4 MaverickCloudZeroFinout, Flexera OneChangedno first choiceVantage Pro or Vantage Businessno first choicenothing named
One alternative
GuideflowThree alternatives
CloudZero, Infracost, nOpsQwen 3.7 FlashVantage, nOpsagainst: IBM Apptio Cloudability, VMware Tanzu CloudHealthVantageChangedKubecostAWS Cost Explorer, Azure Advisor, Google Cloud Recommenderagainst: Clumio, IBM Apptio Cloudabilityno first choiceagainst: AWS Cost Explorer, Flexera One, IBM Apptio Cloudability, Kubecost, Microsoft Cost Management, OpenCost, Spot by NetApp
One alternative
Datadog Cloud Cost ManagementThree alternatives
Finout, ManageEngine CloudSpend, VMware Tanzu CloudHealthSix alternatives
CloudZero, Datadog Cost Management, Densify, Harness Cloud Cost Management, IBM Apptio Cloudability, VMware Tanzu CloudHealthFour alternatives
Ingrid.io, Kubecost, Prometheus + Grafana, SpendHQKimi K2Vantageagainst: IBM Apptio CloudabilityVantageHeldno first choiceVantageno first choiceagainst: IBM Apptio Cloudability, VMware Tanzu CloudHealth
Two alternatives
CloudZero, FinoutThree alternatives
CloudZero, Kubecost, ProsperOpsTwelve alternatives
AWS Cost Explorer, CAST AI, CloudZero, Cloudaware, Datadog Cloud Cost Management, Finout, Flexera One, Google Cloud Billing, IBM Apptio Cloudability, Kubecost, Microsoft Cost Management, ProsperOpsSix alternatives
AWS Cost Explorer, Google Cloud Billing, Infracost, Kubecost, Microsoft Cost Management, OpenCostGLM 4.7 FlashXVantageagainst: IBM Apptio CloudabilityVantageHeldFlexera One, IBM Apptio Cloudabilityagainst: AWS Cost Explorer, AWS Trusted AdvisorVantageno first choiceagainst: CAST AI, CloudKeeper, Cloudaware, IBM Apptio Cloudability
Two alternatives
CloudKeeper, CloudZeroThree alternatives
CloudZero, Economize, FinoutNine alternatives
AWS Compute Optimizer, CAST AI, CloudZero, Datadog Cloud Cost Management, IBM Turbonomic, Kubecost, OpenCost, Vantage, nOpsFour alternatives
AWS Cost Explorer, Kubecost, Microsoft Cost Management, OpenCostMiniMax M2.5Spot by NetApp, VMware Tanzu CloudHealthno first choiceChangedVantageVantageno first choiceagainst: AWS Cost Explorer, CAST AI, CloudKeeper, Cloudaware, Google Cloud Billing, Microsoft Cost Management, VMware Tanzu CloudHealth
Three alternatives
AWS Cost Explorer, Google Cloud Billing, Microsoft Cost ManagementTwo alternatives
Amnic, CloudawareSix alternatives
AWS Cost Explorer, Economize, Google Cloud Cost Management, Infracost, Kubecost, Microsoft Cost ManagementGPT-6 LunaVantageVantageHeldno first choiceAWS Cost Explorer, Google Cloud Cost Management, Microsoft Cost Managementno first choiceagainst: IBM Apptio Cloudability, IBM Kubecost, VMware Tanzu CloudHealth
Three alternatives
AWS, CloudZero, FinoutOne alternative
CloudZeroTen alternatives
CloudZero, Finout, Flexera One, Harness Cloud Cost Management, IBM Apptio Cloudability, Kubecost, Native tools: AWS Cost Management, Microsoft Cost Management, Google Cloud Billing, ProsperOps, VMware Tanzu CloudHealth, VantageTwo alternatives
OpenCost, VantageMuse Glimmer 30BCloudZero, Vantageagainst: Flexera One, IBM Apptio CloudabilityVantageChangedagainst: Flexera One, IBM Apptio CloudabilityFlexera Oneagainst: VMware Tanzu CloudHealthAWS Cost Explorer, Infracost, Vantageno first choiceagainst: AWS CloudWatch, AWS Cost Explorer, Flexera One, Google Cloud Billing, IBM Apptio Cloudability, Microsoft Cost Management, Opslyft
One alternative
CloudCheckrTwo alternatives
CloudZero, FinoutThree alternatives
CloudZero, Finout, IBM Apptio CloudabilityFive alternatives
Economize, Google Cloud Billing, Kubecost, Microsoft Cost Management, OpenCostThree alternatives
CloudZero, Finout, IBM Apptio CloudabilityBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:43 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:59 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:57 | yes | 14 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:25 | yes | 20 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:58 | yes | 22 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:25 | yes | 10 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:56 | yes | 21 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:34 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:37 | yes | 14 | 45 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:58 | yes | 13 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:21 | yes | 15 | 117 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:24 | no | 0 | 10 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:33 | yes | 4 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:42 | yes | 13 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:55 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:26 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:29 | yes | 16 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 13:04 | yes | 17 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:30 | yes | 22 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:19 | yes | 7 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:11 | yes | 24 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:33 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:10 | yes | 7 | 41 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:07 | yes | 18 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:50 | yes | 15 | 34 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:22 | yes | 6 | 21 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:11 | yes | 3 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:32 | yes | 21 | 29 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:17 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:52 | yes | 4 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:03 | yes | 19 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 11:08 | yes | 20 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:35 | yes | 24 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:37 | yes | 7 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:19 | yes | 23 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:33 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:15 | no | 0 | 40 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:26 | yes | 10 | 23 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:17 | yes | 24 | 152 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:41 | yes | 13 | 18 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:41 | yes | 9 | 41 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:43 | yes | 17 | 34 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:52 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:14 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:48 | yes | 20 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 10:58 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:37 | yes | 24 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:09 | yes | 14 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:37 | yes | 23 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:04 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:07 | no | 0 | 32 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:50 | yes | 20 | 28 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:19 | yes | 23 | 57 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:11 | yes | 10 | 15 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:39 | yes | 3 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:51 | yes | 14 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:34 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:17 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:33 | yes | 16 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 08:34 | yes | 20 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:57 | yes | 14 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:16 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:22 | yes | 16 | 89 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:34 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:52 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:23 | yes | 20 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:59 | yes | 14 | 54 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:04 | yes | 5 | 28 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:49 | yes | 6 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:49 | yes | 14 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:50 | yes | 16 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:27 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:07 | yes | 18 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 12:26 | yes | 18 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:50 | yes | 23 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:07 | yes | 14 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:33 | yes | 24 | 40 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:16 | yes | 5 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:15 | yes | 10 | 40 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:40 | yes | 24 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:56 | yes | 20 | 28 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:43 | yes | 13 | 25 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:42 | yes | 4 | 28 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:44 | yes | 23 | 26 s |
Noise floor in this category
Flips between the edition run and its calibration repeat. Six prompts per model is a small sample; the index-wide floor is the number to trust.
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Claude Haiku 4.5
2 of 4 flipped
GPT-5.4 mini
3 of 4 flipped
Gemini 3.5 Flash
5 of 5 flipped
Perplexity Sonar
1 of 3 flipped
Grok 4.1 Fast
5 of 6 flipped
Mistral Small
4 of 4 flipped
DeepSeek V4 Flash
2 of 5 flipped
Llama 4 Maverick
3 of 3 flipped
Qwen 3.7 Flash
4 of 4 flipped
Kimi K2
3 of 5 flipped
GLM 4.7 FlashX
1 of 4 flipped
MiniMax M2.5
4 of 4 flipped
GPT-6 Luna
2 of 3 flipped
Muse Glimmer 30B
3 of 4 flipped
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
AWS Cost Explorer & Budgets read as AWS Cost Explorer
AWS Cost Explorer + AWS Budgets read as AWS Cost Explorer
DOIT read as DoiT Cloud Intelligence
Datadog read as Datadog Cloud Cost Management
Flexera read as Flexera One
Flexera (Cloudyn) read as Flexera One
Flexera (One) read as Flexera One
Flexera One FinOps read as Flexera One
Flexera One Finops read as Flexera One
Harness read as Harness Cloud Cost Management
Harness Cost Management read as Harness Cloud Cost Management
IBM Cloudability, formerly Apptio Cloudability read as IBM Apptio Cloudability
Spot read as Spot by NetApp
Spot by NetApp read as Spot by NetApp
Spot by NetApp (Spot.io) read as Spot by NetApp
Spot by NetApp (formerly Spot.io) read as Spot by NetApp
VMware Aria Cost read as VMware Tanzu CloudHealth
Unresolved, counted raw
AWS-native cost management plus Cloud Intelligence Dashboards (CUDOS/CID)
Clumio
Cost Gorilla
Datadog Cost Management
Gaint
Google Cloud Recommender
Google Cloud cost tools
Ingrid.io
Kubecost Foundations
Native tools: AWS Cost Management, Microsoft Cost Management, Google Cloud Billing
OpenOps Community
Opslyft
SpendHQ
Spotsaas
Turbonomics
Vantage Pro or Vantage Business
Vaultize
Discontinued, still offered
No shut-down product was recommended here.