Cloud cost management for small business buyers
Asked as “cloud cost management platform”, and as “FinOps tool”, on behalf of a small B2B company. 59 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
41%
Clear leader
41Vantage14AWS Cost Explorer07Economize39others
41% of first choices, clear leader.
Since September 2026=heldSince September 2026: 41% → 41%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Vantage held the lead, ±0 points on 41%, 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.This pageMid-marketVantage45%Clear leader▼−9Since September 2026: 54% → 45%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
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.This pageMid-marketVantage45%Clear leader▼−9Since September 2026: 54% → 45%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseIBM 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Vantage41%2%54endorsed leader=heldSince September 2026: 41% → 41%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.41% → 41%
Vantage41%2%54endorsed leader=heldSince September 2026: 41% → 41%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.41% → 41%02
AWS Cost Explorer14%4%52accepted challenger▼−9Since September 2026: 19% → 10%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.19% → 10%
AWS Cost Explorer14%4%52accepted challenger▼−9Since September 2026: 19% → 10%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.19% → 10%03
Economize7%0%12accepted challenger▲+8Since September 2026: 0% → 8%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 8%
Economize7%0%12accepted challenger▲+8Since September 2026: 0% → 8%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 8%04
Microsoft Cost Management3%0%31accepted challenger▼−7Since September 2026: 9% → 2%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 2%
Microsoft Cost Management3%0%31accepted challenger▼−7Since September 2026: 9% → 2%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 2%05
CloudZero3%32%41criticized challenger▲+3Since September 2026: 2% → 4%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%
CloudZero3%32%41criticized challenger▲+3Since September 2026: 2% → 4%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%06
nOps3%8%12accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%
nOps3%8%12accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%07
Google Cloud Billing Lab in the set2%0%19accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Google Cloud Billing Lab in the set2%0%19accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%08
Google Cloud Cost Management Lab in the set2%0%11accepted challenger▼−3Since September 2026: 5% → 2%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.5% → 2%
Google Cloud Cost Management Lab in the set2%0%11accepted challenger▼−3Since September 2026: 5% → 2%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.5% → 2%09
Finout2%36%11criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Finout2%36%11criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%10
VMware Tanzu CloudHealth2%83%23criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
VMware Tanzu CloudHealth2%83%23criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%Show the eight products at 0%, ordered by negative rate
17
Flexera One0%100%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Flexera One0%100%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%18IBM Apptio Cloudability0%93%29criticized 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%93%29criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%16
Harness Cloud Cost Management0%33%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Harness Cloud Cost Management0%33%12criticized 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
ProsperOps0%14%14accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
ProsperOps0%14%14accepted 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
CAST AI0%6%16accepted 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%6%16accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%12Kubecost0%4%24accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
11
Infracost0%0%22accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Infracost0%0%22accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%13
OpenCost0%0%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%
OpenCost0%0%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%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 one time of 52. Google Cloud Cost Management 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 one time 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 →
0102030405060708091011K12
131415161718Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Vantage41%
Vantage41%02AWS Cost Explorer14%
AWS Cost Explorer14%03Economize7%
Economize7%04Microsoft Cost Management3%
Microsoft Cost Management3%05CloudZero3%
CloudZero3%06nOps3%
nOps3%07Google Cloud Billing2%
Google Cloud Billing2%08Google Cloud Cost Management2%
Google Cloud Cost Management2%09Finout2%
Finout2%10VMware Tanzu CloudHealth2%
VMware Tanzu CloudHealth2%11Infracost0%
Infracost0%12Kubecost0%
13OpenCost0%
OpenCost0%14CAST AI0%
CAST AI0%15ProsperOps0%
ProsperOps0%16Harness Cloud Cost Management0%
Harness Cloud Cost Management0%17Flexera One0%
Flexera One0%18IBM Apptio Cloudability0%
IBM Apptio Cloudability0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX, MiniMax M2.5 and GPT-6 Luna 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 Cloudability93%
27 of 29 labels negative · 13 of 14 models · 15 hard negative
“"Why to Avoid:** They typically require custom sales negotiations, professional services setups, and can cost significantly more per month than your actual cloud bill."” Muse Glimmer 30B, negative prompt
VMware Tanzu CloudHealth83%
19 of 23 labels negative · 13 of 14 models · 12 hard negative
“Enterprise platforms like CloudHealth ($45K+/year) or Cloudability ($54K+/year) may be justified at larger scales, but small businesses should be cautious about these investments.” Claude Haiku 4.5, negative prompt
Flexera One100%
12 of 12 labels negative · 8 of 14 models · 6 hard negative
“Enterprise-focused platforms (e.g., Cloudaware, CloudZero, some offerings from Flexera) are often too expensive or complex for small businesses” Muse Glimmer 30B, negative prompt
CloudZero32%
13 of 41 labels negative · 8 of 14 models
“Enterprise-focused platforms (e.g., Cloudaware, CloudZero, some offerings from Flexera) are often too expensive or complex for small businesses” 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
78 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. 1035 links across 176 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 · Cloudaware53 answers · 70 citations · 12 models
vendor site · CloudZero49 answers · 73 citations · 13 models
vendor site · G234 answers · 61 citations · 11 models
vendor site · OpenMetal31 answers · 32 citations · 12 models
vendor site · Amnic29 answers · 34 citations · 11 models
vendor site · nOps29 answers · 33 citations · 12 models
vendor site · SpendArk23 answers · 27 citations · 10 models
vendor site · Finout22 answers · 27 citations · 11 models
vendor site · CloudBolt20 answers · 21 citations · 11 models
vendor site · Cloudchipr18 answers · 22 citations · 7 models
18 answers · 18 citations · 7 models
17 answers · 20 citations · 9 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.
35 answers · 11 models
35 answers · 12 models
30 answers · 12 models
23 answers · 10 models
21 answers · 9 models
19 answers · 10 models
19 answers · 9 models
18 answers · 11 models
18 answers · 10 models
17 answers · 9 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 | 41% | 151 | 49,500 | 10,715 | 37,252 | 4 | ||
| AWS parent site AWS Cost Explorer 14% | 14% | 113 | 368,000 | 114,001 | ||||
| Economize economize.cloud | 7% | 18 | 1,900 | 99,857 | 8,820 | 1 | ||
| Microsoft parent site Microsoft Cost Management 3% | 3% | 86 | 2,240,000 | 403,136 | ||||
| CloudZero cloudzero.com | 3% | 155 | 2,400 | 32 | 99,194 | $25,945 | 5 | 3 |
| nOps nops.io | 3% | 36 | 12,100 | 415 | 27,991 | 20 | 7 | |
| Cost Explorer | 3% | |||||||
| Google Cloud cloud.google.com Google Cloud Billing 2%, Google Cloud Cost Management 2% | 3% | 39 | 165,000 | 7,596 | 7,405,347 | |||
| Cloudchipr cloudchipr.com | 2% | 8 | ||||||
| Usage.ai usage.ai | 2% | 7 | 33,100 | 0 | 16,921 | 4 |
Google's top ten for the three searches hold 14 sites; 3 of them are among the sites the models cited here (cloudaware.com, cloudzero.com, nops.io). 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 small B2B company?”Paraphrase“Which FinOps tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top cloud cost management platforms for a small team and how do they differ?”Budget-constrained“What is the best cloud cost management platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a cloud cost management platform. What should we look at?”Negative“Which cloud cost management platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5VantageEconomize, ManageEngine CloudSpendChangedVantageAWS Cost Explorerno first choiceagainst: AWS Cost Explorer, IBM Apptio Cloudability, VMware Tanzu CloudHealth
Three alternatives
AWS Cost Explorer, Amnic, CloudchiprTwo alternatives
AWS Cost Explorer, VantageFour alternatives
AWS Cost Explorer, Cloudaware, Google's native cost tools, KubecostFour alternatives
Economize, Google Cloud Cost Management, Microsoft Cost Management, VantageGPT-5.4 miniVantageagainst: AWS Cost ExplorerGoogle Cloud Cost ManagementChangedagainst: FinoutAWS Cost Explorer, Cost ExplorerAWS Cost Explorer, Cost Explorerno first choiceagainst: Finout, FlexeraOne, Harness Cloud Cost Management, IBM Apptio Cloudability, VMware Tanzu CloudHealth
Two alternatives
CloudKeeper, CloudZeroThree alternatives
AWS Cost Explorer, CloudZero, TernaryFour alternatives
CloudZero, Finout, Harness Cloud Cost Management, VantageThree alternatives
Azure, Google Cloud Cost Management, VantageGemini 3.5 FlashEconomizeagainst: Broadcom CloudHealth, IBM Apptio CloudabilityAWS Cost ExplorerChangedagainst: IBM Apptio Cloudability, VMware Tanzu CloudHealthVantageagainst: IBM Apptio Cloudability, VMware AriaVantageCloudForecast, Vantageagainst: Flexera One, IBM Apptio Cloudabilityagainst: CAST AI, IBM Apptio Cloudability, Kubecost, ServiceNow Cloud Cost Management, VMware Tanzu CloudHealth
Four alternatives
CAST AI, DoiT International, Infracost, VantageSix alternatives
CAST AI, Google Cloud Billing, Microsoft Cost Management, ProsperOps, Vantage, nOpsFive alternatives
CAST AI, Harness Cloud Cost Management, Infracost, Kubecost / OpenCost, ProsperOpsSix alternatives
AWS Cost Explorer, Cloud Custodian, Infracost, Komiser, Kubecost, OpenCostFour alternatives
AWS Cost Explorer, Infracost, Kubecost, ProsperOpsPerplexity SonarVantageFinoutChangedAWS Cost Exploreragainst: Flexera One, IBM TurbonomicAWS Cost Explorerno first choiceagainst: CloudZero, Flexera One, Harness Cloud Cost Management, IBM Turbonomic, Ternary, VMware Tanzu CloudHealth
Four alternatives
AWS Cost Explorer, CloudZero, Google Cloud Cost Management, Microsoft Cost ManagementOne alternative
CloudZeroEight alternatives
CloudKeeper, CloudZero, Cloudaware, Google Cloud Billing, Kubecost, Microsoft Cost Management, OpenCost, nOpsOne alternative
VantageGrok 4.1 FastVantageVantageHeldagainst: CloudZeroVantageagainst: CloudZero, VMware Tanzu CloudHealthVantageVantageagainst: CloudKeeper, Cloudaware, Flexera One, Harness Cloud Cost Management, IBM Apptio Cloudability, Spot by NetApp, VMware Tanzu CloudHealth, Vantage, nOps
Four alternatives
AWS Cost Explorer, Azure Cost Management + Advisor, Cloudchipr, Google Cloud BillingThree alternatives
AWS Cost Explorer, Cloudchipr, North.CloudThree alternatives
Economize, Harness Cloud Cost Management, Kubecost / OpenCostThree alternatives
AWS Cost Explorer, Google Cloud Billing, Microsoft Cost ManagementThree alternatives
CAST AI, CloudZero, ProsperOpsMistral SmallCloudZero, nOpsProcurifyChangedOpenCostUsage.ai, nOpsagainst: CloudZerono first choiceagainst: IBM Apptio Cloudability, VMware Tanzu CloudHealth
Two alternatives
North.Cloud, OpenOpsFive alternatives
CloudZero, Cloudaware, Flexera Cloud Cost Management, Usage.ai, nOpsTwo alternatives
Infracost, KubecostDeepSeek V4 FlashVantageagainst: CloudZeroVantageHeldagainst: CloudZero, FinoutVantageagainst: CloudZero, Flexera One, IBM Apptio CloudabilityEconomizeVantageagainst: CloudZero, IBM Apptio Cloudabilityagainst: CloudKeeper, Densify, Flexera One, IBM Apptio Cloudability, ProsperOps, VMware Tanzu CloudHealth
One alternative
CloudKeeperFour alternatives
AWS Cost Explorer, Google Cloud Cost Management, Kubecost, Microsoft Cost ManagementFour alternatives
Cloudchipr, Kubecost, Native Cloud Tools, OpenCostFive alternatives
AWS Cost Explorer, CloudForecast, Google Cloud Cost Management, Microsoft Cost Management, VantageFour alternatives
AWS Cost Explorer, Google Cloud Cost Management, Harness Cloud Cost Management, Microsoft Cost ManagementLlama 4 Maverickno first choiceCloudZeroChangedno first choiceCloudKeeperVantageagainst: IBM Apptio Cloudabilitynothing named
Two alternatives
CloudZero, CloudawareThree alternatives
CloudZero, Kubecost, North.CloudQwen 3.7 FlashAmnic, Vantageagainst: CloudZero, IBM Turbonomic, VMware Tanzu CloudHealthCloudCheckrChangedAmnic, Vantageagainst: Cloudaware, IBM Apptio CloudabilityEconomizeno first choiceagainst: Flexera One, IBM Apptio Cloudabilityagainst: CloudKeeper, Flexera One, IBM Apptio Cloudability, IBM Turbonomic, VMware Tanzu CloudHealth
Two alternatives
AWS Cost Explorer, Microsoft Cost ManagementThree alternatives
AWS, CloudZero, InfracostFour alternatives
Economize, Harness Cloud Cost Management, Kubecost, nOpsFour alternatives
Kubecost, Native Cloud Tools, OpenCost, ProsperOpsFive alternatives
Antimetal, CAST AI, CloudVisor, CloudZero, ProsperOpsKimi K2Vantageagainst: IBM Apptio Cloudability, IBM Turbonomic, VMware Tanzu CloudHealthVantageHeldVantageagainst: CloudZeroVantageno first choiceagainst: Archera, Flexera One, IBM Apptio Cloudability, IBM Turbonomic, PointFive, ProsperOps, Spot by NetApp, VMware Tanzu CloudHealth, Zesty
Seven alternatives
CAST AI, Harness Cloud Cost Management, Kubecost, Native tools, ProsperOps, Zesty, nOpsThree alternatives
AWS Cost Explorer, CloudZero, Microsoft Cost ManagementThree alternatives
AWS Cost Explorer, Infracost, KubecostSix alternatives
AWS Cost Explorer, Azure Advisor, Economize, Google Cloud Cost Management, Infracost, KubecostGLM 4.7 FlashXCloudchipr, VantageVantageChangedVantageagainst: VMware Tanzu CloudHealthVantageno first choiceagainst: IBM Apptio Cloudability, VMware Tanzu CloudHealth
Two alternatives
AWS CloudWatch, EconomizeOne alternative
CloudZeroOne alternative
CloudZeroFour alternatives
AWS Cost Explorer, Infracost, OpenCost, Usage.aiMiniMax M2.5Spot by NetApp, VMware Tanzu CloudHealthQuickBooks OnlineChangedVantageAWS Cost Explorer, Google Cloud Billing, Microsoft Cost Managementno first choiceagainst: Cost Explorer, IBM Apptio Cloudability, VMware Tanzu CloudHealthagainst: IBM Apptio Cloudability, Spot by NetApp, VMware Tanzu CloudHealth
Three alternatives
AWS Cost Explorer, Google Cloud Billing, Microsoft Cost ManagementThree alternatives
Maxio, North.Cloud, Zoho BooksThree alternatives
CloudZero, Native Cloud Tools, OpenCostOne alternative
Spot by NetAppGPT-6 LunaAWS Cost Explorer, VantageAWS Cost ExplorerChangedVantageagainst: CloudZeroAWS Cost Explorer, Google Cloud, Microsoft Cost ManagementCost Exploreragainst: CloudZero, Flexera One, IBM Apptio Cloudability, VMware Tanzu CloudHealth
One alternative
CloudZeroOne alternative
VantageFive alternatives
AWS Cost Explorer, Finout, Google Cloud Billing, Kubecost, Microsoft Cost ManagementTwo alternatives
OpenCost, VantageThree alternatives
CloudZero, Finout, Microsoft Cost ManagementMuse Glimmer 30BVantageagainst: FinoutVantageHeldCloudZero, Vantageagainst: Flexera One, IBM Apptio Cloudability, ServiceNow Cloud Cost Management, VMware Tanzu CloudHealthVantageno first choiceagainst: Broadcom VMware Aria / CloudHealth, CloudZero, Cloudaware, Flexera One, Harness Cloud Cost Management, IBM Apptio Cloudability
Two alternatives
CloudZero, EconomizeTwo alternatives
BILL Spend & Expense, MaxioFive alternatives
AWS Cost Explorer, Infracost, Kubecost, Microsoft Cost Management, OpenCostThree alternatives
Infracost, Kubecost, NorthBold 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 09:18 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:04 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:28 | yes | 14 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:48 | yes | 18 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:32 | yes | 21 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:59 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:13 | yes | 20 | 17 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:52 | yes | 7 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:52 | yes | 14 | 32 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:55 | yes | 20 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:03 | yes | 14 | 55 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:36 | yes | 5 | 14 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:41 | yes | 3 | 9 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:15 | yes | 21 | 40 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:22 | yes | 9 | 6 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:24 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:41 | yes | 16 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 12:54 | yes | 17 | 7 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:15 | yes | 18 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:43 | yes | 11 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:49 | yes | 21 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:03 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:41 | no | 0 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:39 | yes | 19 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:20 | yes | 15 | 36 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:00 | yes | 10 | 36 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:25 | yes | 1 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:50 | yes | 15 | 28 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:48 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:33 | yes | 7 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:09 | yes | 27 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:20 | yes | 15 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:44 | yes | 24 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:02 | yes | 23 | 13 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:52 | yes | 23 | 38 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:40 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:52 | yes | 9 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:17 | yes | 19 | 22 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:59 | yes | 25 | 40 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:01 | yes | 20 | 25 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:23 | yes | 5 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:48 | yes | 12 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:28 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:49 | yes | 5 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:39 | yes | 14 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:07 | yes | 18 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:57 | yes | 23 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:00 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:43 | yes | 23 | 17 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:01 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:24 | yes | 5 | 27 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:28 | yes | 14 | 17 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:30 | yes | 23 | 403 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:21 | yes | 5 | 11 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:44 | yes | 5 | 20 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:06 | yes | 13 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:05 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:19 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:37 | yes | 11 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:48 | yes | 20 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:55 | yes | 14 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:31 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:50 | yes | 22 | 42 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:35 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:21 | yes | 6 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:44 | yes | 15 | 26 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:01 | yes | 14 | 34 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:53 | no | 0 | 8 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:18 | yes | 4 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:22 | no | 0 | 1 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:53 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:11 | yes | 5 | 9 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:34 | yes | 15 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 13:28 | yes | 19 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:35 | yes | 19 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:10 | yes | 5 | 3 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:23 | yes | 24 | 27 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:30 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:02 | yes | 9 | 41 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:46 | yes | 24 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:59 | yes | 23 | 51 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:41 | yes | 11 | 24 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:15 | yes | 6 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:34 | yes | 16 | 33 s |
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 Budgets read as AWS Cost Explorer
AWS Cost Explorer + Budgets read as AWS Cost Explorer
AWS-native tools read as AWS Cost Explorer
Datadog read as Datadog Cloud Cost Management
Flexera read as Flexera One
Flexera One FinOps read as Flexera One
Harness read as Harness Cloud Cost Management
Spot read as Spot by NetApp
Spot by NetApp read as Spot by NetApp
Unresolved, counted raw
Antimetal
Broadcom CloudHealth
Broadcom VMware Aria / CloudHealth
CloudAdvisor
CloudManager (native)
CloudVisor
Flexera Cloud Cost Management
FlexeraOne
Google's native cost tools
Native tools (AWS Cost Explorer, Azure Cost Management, GCP Billing)
North
OpenOps
PagerDuty Cloud Cost
SpendArk calculator
SpendArk's free calculator
SpendArk’s calculator
VMware Aria (formerly CloudHealth)
Wring
Discontinued, still offered
No shut-down product was recommended here.