Cloud cost management for small business buyers
Asked as “cloud cost management platform”, and as “FinOps tool”, on behalf of a small B2B company. 60 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
65%
Clear leader
65Vantage12AWS Cost Explorer07Microsoft Cost Management17others
65% of first choices, clear leader.
Since October 2026▲+24Since October 2026: 41% → 65%, +24 points. Past the 11-point floor: movement.Vantage held the lead, +24 points on 41%, past the 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
Vantage65%Clear leader▲+24Since October 2026: 41% → 65%, +24 points. Past the 11-point floor: movement.This pageMid-marketVantage55%Clear leader▲+10Since October 2026: 45% → 55%, +10 points. Inside the 11-point floor: within noise.Standing →Enterprise
IBM Apptio Cloudability54%Clear leader▲+5Since October 2026: 49% → 54%, +5 points. Inside the 11-point floor: within noise.Standing →
Vantage65%Clear leader▲+24Since October 2026: 41% → 65%, +24 points. Past the 11-point floor: movement.This pageMid-marketVantage55%Clear leader▲+10Since October 2026: 45% → 55%, +10 points. Inside the 11-point floor: within noise.Standing →EnterpriseIBM Apptio Cloudability54%Clear leader▲+5Since October 2026: 49% → 54%, +5 points. Inside the 11-point floor: within noise.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 October 2026
01Vantage65%3%63endorsed leader▲+24Since October 2026: 41% → 65%, +24 points. Past the 11-point floor: movement.41% → 65%
Vantage65%3%63endorsed leader▲+24Since October 2026: 41% → 65%, +24 points. Past the 11-point floor: movement.41% → 65%02
AWS Cost Explorer12%6%67accepted challenger▼−2Since October 2026: 14% → 12%, −2 points. Inside the 11-point floor: within noise.14% → 12%
AWS Cost Explorer12%6%67accepted challenger▼−2Since October 2026: 14% → 12%, −2 points. Inside the 11-point floor: within noise.14% → 12%03
Microsoft Cost Management7%8%40accepted challenger▲+4Since October 2026: 3% → 7%, +4 points. Inside the 11-point floor: within noise.3% → 7%
Microsoft Cost Management7%8%40accepted challenger▲+4Since October 2026: 3% → 7%, +4 points. Inside the 11-point floor: within noise.3% → 7%04
CloudZero3%22%50accepted challenger=heldSince October 2026: 3% → 3%, ±0 points. Inside the 11-point floor: within noise.3% → 3%
CloudZero3%22%50accepted challenger=heldSince October 2026: 3% → 3%, ±0 points. Inside the 11-point floor: within noise.3% → 3%05
Google Cloud Billing Lab in the set3%0%20accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%
Google Cloud Billing Lab in the set3%0%20accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%06
Infracost2%0%27accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Infracost2%0%27accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%07
SpendArk2%0%13accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
SpendArk2%0%13accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%08
Google Cloud Cost Management Lab in the set2%0%11accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%
Google Cloud Cost Management Lab in the set2%0%11accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%09
CAST AI2%21%19accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
CAST AI2%21%19accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%10
Finout2%33%21criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Finout2%33%21criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the seven products at 0%, ordered by negative rate
15
Flexera One0%94%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Flexera One0%94%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%17IBM Apptio Cloudability0%85%40criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
IBM Apptio Cloudability0%85%40criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%16
VMware Tanzu CloudHealth0%81%31criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
VMware Tanzu CloudHealth0%81%31criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%14
nOps0%18%11accepted challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 11-point floor: within noise.3% → 0%
nOps0%18%11accepted challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 11-point floor: within noise.3% → 0%13
ProsperOps0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
ProsperOps0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11Kubecost0%5%42accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
12
OpenCost0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
OpenCost0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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 two times 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.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-eight head-to-head pages: the top eight products, each against each
Vantage vs Microsoft Cost ManagementVantage vs Google Cloud Cost ManagementVantage vs OpenCostVantage vs IBM Apptio CloudabilityCloudZero vs AWS Cost ExplorerCloudZero vs KubecostCloudZero vs Microsoft Cost ManagementCloudZero vs Google Cloud Cost ManagementCloudZero vs OpenCostCloudZero vs IBM Apptio CloudabilityAWS Cost Explorer vs KubecostAWS Cost Explorer vs Microsoft Cost ManagementAWS Cost Explorer vs Google Cloud Cost ManagementAWS Cost Explorer vs OpenCostAWS Cost Explorer vs IBM Apptio CloudabilityKubecost vs Microsoft Cost ManagementKubecost vs Google Cloud Cost ManagementKubecost vs OpenCostKubecost vs IBM Apptio CloudabilityMicrosoft Cost Management vs Google Cloud Cost ManagementMicrosoft Cost Management vs OpenCostMicrosoft Cost Management vs IBM Apptio CloudabilityGoogle Cloud Cost Management vs OpenCostGoogle Cloud Cost Management vs IBM Apptio CloudabilityOpenCost vs IBM Apptio Cloudability
One product takes 65% of first choices here, so the chart would put sixteen markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Four products carry a negative rate above 25% in this category.
What they warned about
Eleven of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini and Grok 4.20 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 Cloudability85%
34 of 40 labels negative · 13 of 14 models · 12 hard negative
“Platforms Small Businesses Should Avoid or Approach with Caution ... IBM Cloudability (Apptio) ... requires an enterprise sales process, long contract commitments, and a high annual spend minimum” Gemini 3.5 Flash, negative prompt
VMware Tanzu CloudHealth81%
25 of 31 labels negative · 12 of 14 models · 12 hard negative
“steep learning curves, requires deep tag-governance setup, and typically carries percentage-of-spend pricing with high monthly minimum spend floors” Gemini 3.5 Flash, negative prompt
Flexera One94%
17 of 18 labels negative · 10 of 14 models · 9 hard negative
“explicitly lists "expensive for small businesses" and "complex setup and configuration" as reasons to avoid it” DeepSeek V4 Flash, negative prompt
CloudZero22%
11 of 50 labels negative · 8 of 14 models
“Many enterprise cost platforms (CloudHealth, CloudZero, IBM Cloudability) are built for organizations spending $50K+/month” DeepSeek V4 Flash, scale prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
72 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. 745 links across 140 sites, every framing counted. Ranked by the number of answers carrying the site or page. 34 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 · G233 answers · 55 citations · 11 models
vendor site · SpendArk29 answers · 41 citations · 11 models
vendor site · Cloudaware26 answers · 34 citations · 12 models
vendor site · Finout25 answers · 32 citations · 11 models
vendor site · CloudZero22 answers · 26 citations · 11 models
vendor site · Vantage20 answers · 26 citations · 9 models
vendor site · Amnic20 answers · 23 citations · 11 models
20 answers · 20 citations · 10 models
publisher (Gane)20 answers · 20 citations · 9 models
vendor site · New Relic19 answers · 20 citations · 9 models
18 answers · 20 citations · 10 models
17 answers · 18 citations · 6 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.
25 answers · 10 models
23 answers · 11 models
20 answers · 10 models
18 answers · 8 models
18 answers · 10 models
17 answers · 6 models
17 answers · 9 models
16 answers · 10 models
14 answers · 8 models
14 answers · 6 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 | 65% | 190 | 49,500 | 10,715 | 37,252 | 4 | ||
| AWS parent site AWS Cost Explorer 12% | 12% | 131 | 368,000 | 114,001 | ||||
| Microsoft parent site Microsoft Cost Management 7% | 7% | 97 | 2,240,000 | 403,136 | ||||
| Google Cloud cloud.google.com Google Cloud Billing 3%, Google Cloud Cost Management 2% | 5% | 43 | 165,000 | 7,596 | 7,405,347 | |||
| CloudZero cloudzero.com | 3% | 168 | 2,400 | 32 | 99,194 | $25,945 | 5 | 3 |
| Infracost infracost.io | 2% | 32 | 590 | 21 | 4,599 | |||
| SpendArk spendark.com | 2% | 14 | 10 | 0 | 269 | |||
| CAST AI cast.ai | 2% | 60 | 1,900 | 63 | 7,198 | $181 | 31 | 3 |
| Finout finout.io | 2% | 112 | 880 | 10 | 40,296 | 30 | ||
| Moovlens | 2% |
Google's top ten for the three searches hold 14 sites; 2 of them are among the sites the models cited here (cloudaware.com, cloudzero.com). 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 4.5no first choiceVantageChangedAWS Cost ExplorerAWS Cost Explorer, Google Cloud Cost Management, Microsoft Cost Managementno first choiceagainst: CloudHealth from VMware, Datadog Cloud Cost Management, Dynatrace, Harness Cloud Cost Management, ScaleOps, Vantage
Five alternatives
AWS Cost Explorer, CloudZero, Google Cloud Billing, Microsoft Cost Management, nOpsSix alternatives
Infracost, Kubecost, Microsoft Cost Management, SpendArk, Tovin, VantageTwo alternatives
SpendArk, VantageGPT-5.4 miniVantageagainst: Flexera One, IBM Apptio Cloudability, VMware Tanzu CloudHealthCloudZeroChangedAWS Cost Explorer, Finoutagainst: VMware Tanzu CloudHealthAWS Cost Explorer, Google Cloud Billing, Microsoft Cost Managementagainst: Flexera One, IBM Apptio Cloudabilityno first choiceagainst: CAST AI, Datadog Cloud Cost Management, Flexera One, IBM Apptio Cloudability, ScaleOps, Vantage
Two alternatives
Cost Explorer, Google Cloud Cost ManagementFour alternatives
AWS Cost Explorer, Finout, Kubecost, Spot by NetAppThree alternatives
IBM Apptio Cloudability, Kubecost, VantageThree alternatives
CAST AI, Vantage, nOpsGemini 3.5 FlashVantageagainst: IBM Apptio Cloudability, VMware Tanzu CloudHealthVantageHeldVantageagainst: IBM Apptio Cloudability, VMware Tanzu CloudHealthInfracost, Vantageagainst: CloudZero, IBM Apptio CloudabilityVantageagainst: IBM Apptio Cloudability, VMware Tanzu CloudHealthagainst: Anodot, Flexera One, IBM Apptio Cloudability, StormForge, VMware Tanzu CloudHealth
Five alternatives
AWS Cost Explorer, CloudZero, Google Cloud Billing, Infracost, Microsoft Cost ManagementFour alternatives
AWS Cost Explorer, CloudZero, Infracost, KubecostSeven alternatives
AWS Cost Explorer, CloudZero, Infracost, Kubecost, Microsoft Cost Management, ProsperOps, Usage.aiSix alternatives
AWS Cost Anomaly Detection, AWS Cost Explorer, CloudQuell, Google Cloud Billing, Kubecost, Microsoft Cost ManagementSeven alternatives
AWS Cost Explorer, CAST AI, CloudZero, Finout, Google Cloud Billing, ProsperOps, ZestyPerplexity SonarVantageagainst: Cloudaware, DoiT Cloud Intelligence, Flexera One, IBM Apptio CloudabilityVantageHeldagainst: FinoutVantageagainst: Flexera One, IBM Apptio Cloudability, VMware Tanzu CloudHealthAWS Cost Explorer, Vantageagainst: CloudZero, Flexera One, IBM Apptio Cloudabilityno first choiceagainst: CAST AI, Datadog Cloud Cost Management, Densify, Flexera One, IBM Apptio Cloudability, Kubecost, New Relic Cloud Cost Intelligence, ServiceNow Cloud Cost Management, VMware Tanzu CloudHealth, Zesty
Four alternatives
AWS Cost Explorer, CAST AI, CloudZero, KubecostTwo alternatives
AWS Cost Explorer, CloudZeroEight alternatives
AWS Cost Explorer, CAST AI, CloudZero, Finout, Google Cloud Billing, Harness Cloud Cost Management, Kubecost, Microsoft Cost ManagementOne alternative
KubecostGrok 4.20Vantageagainst: FinoutFinoutChangedagainst: IBM Apptio CloudabilityVantageagainst: Harness Cloud Cost Management, IBM Apptio Cloudability, VMware Tanzu CloudHealthVantageagainst: Flexera One, Harness Cloud Cost Management, VMware Tanzu CloudHealthVantageagainst: IBM Apptio Cloudabilityagainst: CloudZero, Datadog Cloud Cost Management, Densify, Finout, Flexera One, Harness Cloud Cost Management, IBM Apptio Cloudability, Microsoft Cost Management, Spot by NetApp, VMware Tanzu CloudHealth, nOps
Four alternatives
AWS Cost Explorer, Economize, Google Cloud Billing, Microsoft Cost ManagementFive alternatives
AWS Cost Explorer, CloudZero, Google Cloud Billing, Microsoft Cost Management, ProsperOpsSeven alternatives
AWS Cost Explorer, CloudZero, Finout, Google Cloud Billing, Kubecost, Microsoft Cost Management, nOpsSix alternatives
AWS Cost Explorer, Google Cloud Billing, Kubecost, Microsoft Cost Management, OpenCost, SpendArkTwo alternatives
CloudZero, LucidityMistral SmallVantageVantageHeldVantageSpendArk, Vantageno first choiceagainst: Flexera One, Harness Cloud Cost Management, IBM Apptio Cloudability, VMware Tanzu CloudHealth
Three alternatives
AWS Cost Explorer, CloudZero, EconomizeThree alternatives
BILL Spend & Expense, CloudZero, FinoutSix alternatives
AWS Cost Explorer, CloudCheckr, CloudForecast, CloudZero, Finout, KubecostTwo alternatives
Kubecost, nOpsEight alternatives
AWS Cost Explorer, CloudCheckr, CloudZero, Infracost, Kubecost, Microsoft Cost Management, OpenCost, VMware Tanzu CloudHealthDeepSeek V4 FlashVantageVantageHeldagainst: AWS Cost Explorer, CloudZero, Finout, IBM Apptio CloudabilityVantageVantageagainst: CloudZero, Finout, IBM Apptio CloudabilityCAST AI, Vantageagainst: CloudZero, IBM Apptio Cloudability, VMware Tanzu CloudHealthagainst: CAST AI, CloudKeeper, Datadog Cloud Cost Management, Flexera One, IBM Apptio Cloudability, VMware Tanzu CloudHealth
Two alternatives
CloudZero, EconomizeSix alternatives
AWS Cost Explorer, CloudForecast, CloudZero, Google Cloud Cost Management, Kubecost, Microsoft Cost ManagementThree alternatives
AWS Cost Explorer, Google Cloud Cost Management, Microsoft Cost ManagementFive alternatives
AWS Cost Explorer, Infracost, Kubecost, Microsoft Cost Management, OpenCostLlama 4 MaverickVantageVantageHeldSpendArkVantageVantageagainst: AWS Cost Explorer, Flexera One, IBM Apptio Cloudability, VMware Tanzu CloudHealth
Three alternatives
Anodot, CloudKeeper, KubecostFour alternatives
CloudZero, Infracost, Kubecost, VantageFive alternatives
AWS Cost Explorer, Anodot, Azure Advisor, CloudVerse, KubecostThree alternatives
Amnic, CloudZero, New Relic Cloud Cost IntelligenceQwen 3.7 FlashVantageagainst: IBM Apptio CloudabilityVantageHeldCloudForecastagainst: Flexera One, Harness Cloud Cost ManagementAWS Cost Explorer, Google Cloud Billing, Microsoft Cost ManagementMoovlensagainst: VMware Tanzu CloudHealthagainst: Finout, IBM Apptio Cloudability, VMware Tanzu CloudHealth
Two alternatives
CloudZero, KubecostTwo alternatives
CloudZero, FinoutSix alternatives
AWS Cost Explorer, Google Cloud Billing, Infracost, Kubecost, Microsoft Cost Management, SpendArkOne alternative
KubecostFive alternatives
AWS Cost Explorer, Azure Compute Estimator, GCP Billing Export, IBM Apptio Cloudability, Vantage CloudKimi K2Vantageagainst: Flexera One, Kubecost, VMware Tanzu CloudHealthVantageHeldVantageagainst: CloudZeroVantageagainst: Flexera One, IBM Apptio Cloudability, VMware Tanzu CloudHealthno first choiceagainst: CloudCheckr CMx, IBM Apptio Cloudability, ProsperOps, VMware Tanzu CloudHealth, Zesty, nOps
Eight alternatives
AWS Cost Explorer, Azure Advisor, CloudForecast, Google Cloud Cost Management, Infracost, ManageEngine CloudSpend, Microsoft Cost Management, OpenCostTwo alternatives
CloudZero, ProsperOpsFour alternatives
AWS Cost Explorer, Infracost, Kubecost, Microsoft Cost ManagementFive alternatives
AWS Cost Explorer, Azure Cost Management + Advisor, Google Cloud Cost Management, Infracost, OpenCostThree alternatives
AWS Cost Explorer, Budgets, Compute OptimizerGLM 4.7 FlashXVantageagainst: IBM Apptio Cloudability, VMware Tanzu CloudHealthVantageHeldVantageagainst: AWS Cost Explorer, Microsoft Cost ManagementAWS Cost Explorer, Microsoft Cost Managementno first choiceagainst: CAST AI, CloudCheckr, CloudKeeper, Cloudatcost, IBM Apptio Cloudability, VMware Tanzu CloudHealth, Vantage Cloud Cost Platform
Three alternatives
Anodot, CloudZero, KubecostThree alternatives
AWS Cost Explorer, CloudZero, FinoutThree alternatives
CAST AI, CloudZero, KubecostFour alternatives
Google Cloud Cost Explorer, Infracost, Kubecost, VantageMiniMax M2.5Vantageagainst: CloudZeroVantageHeldVantageAWS Cost Explorerno first choiceagainst: AWS Cost Explorer, Denss, Google Cloud Platform (GCP) Cost Management, IBM Apptio Cloudability, Microsoft Cost Management, Spot by NetApp, Terraform, VMware Tanzu CloudHealth
One alternative
CloudKeeperTwo alternatives
CloudZero, FinoutFive alternatives
AWS Cost Explorer, CloudZero, Finout, Infracost, KubecostThree alternatives
CloudKeeper, Kubecost, VantageGPT-6 LunaVantageVantageHeldVantageagainst: CloudZero, FinoutAWS Cost Explorer, Vantageno first choiceagainst: CloudZero, Datadog Cloud Cost Management, IBM Apptio Cloudability
Two alternatives
AWS Cost Explorer, CloudZeroOne alternative
AWS Cost ExplorerThree alternatives
AWS Cost Explorer, Kubecost, OpenCostThree alternatives
Google Cloud Cost Management, Microsoft Cost Management, OpenCostMuse Glimmer 30BVantageagainst: Flexera OneVantageHeldVantageagainst: CloudZeroVantageCloudZero, Vantageagainst: Broadcom CloudHealth, CloudKeeper, IBM Apptio Cloudability, VMware Tanzu CloudHealth
Seven alternatives
AWS Cost Explorer, CAST AI, CloudForecast, CloudZero, DoiT Cloud Intelligence, Infracost, Microsoft Cost ManagementSix alternatives
AWS Cost Explorer, CAST AI, Infracost, Kubecost, OpenCost, SpendArkFour alternatives
AWS Cost Explorer, Economize, Google Cloud Cost Management, InfracostBold 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.
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 | 2026-11-01 11:11 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:05 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:39 | yes | 12 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:58 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:11 | yes | 5 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:31 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:26 | yes | 23 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:40 | yes | 5 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:02 | no | 0 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:31 | yes | 10 | 33 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:54 | yes | 17 | 20 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:59 | yes | 15 | 35 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:36 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:36 | yes | 15 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:24 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:34 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:16 | no | 0 | 11 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 19:09 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:35 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:44 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:20 | yes | 23 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:41 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:34 | yes | 5 | 13 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:13 | yes | 15 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:51 | yes | 20 | 24 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:44 | yes | 20 | 55 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:08 | yes | 2 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:15 | yes | 13 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:19 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:10 | yes | 5 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:59 | yes | 7 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 19:23 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:42 | yes | 10 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:29 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:07 | yes | 24 | 41 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:00 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:56 | yes | 5 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:58 | yes | 10 | 24 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:14 | yes | 23 | 34 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:37 | yes | 14 | 54 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:41 | yes | 5 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:52 | yes | 15 | 20 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:00 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:51 | yes | 1 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:23 | yes | 10 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 19:08 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:07 | yes | 5 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:49 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:56 | yes | 19 | 17 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:51 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:59 | no | 0 | 32 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:34 | yes | 9 | 16 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:56 | yes | 15 | 40 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:06 | yes | 5 | 73 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:11 | yes | 3 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:50 | yes | 11 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:44 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:29 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 18:03 | no | 0 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:48 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:45 | yes | 5 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:46 | no | 0 | 11 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:21 | yes | 18 | 46 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:35 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:18 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:34 | yes | 5 | 56 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:48 | yes | 14 | 27 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:28 | no | 0 | 15 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:08 | yes | 2 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:41 | yes | 15 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:11 | yes | 19 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:30 | yes | 3 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:50 | yes | 12 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:05 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:10 | yes | 11 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:37 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:05 | yes | 23 | 55 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:07 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:45 | yes | 5 | 21 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:10 | yes | 20 | 48 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:53 | yes | 24 | 59 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:27 | no | 0 | 22 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:22 | yes | 3 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:14 | yes | 21 | 31 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 read as AWS Cost Explorer
AWS Billing and Cost Management read as AWS Cost Explorer
AWS Budgets read as AWS Cost Explorer
AWS Cost Explorer + AWS Budgets read as AWS Cost Explorer
AWS Cost Explorer + Budgets read as AWS Cost Explorer
AWS Cost Explorer plus AWS Budgets read as AWS Cost Explorer
AWS Cost Explorer/Budgets read as AWS Cost Explorer
Datadog read as Datadog Cloud Cost Management
Flexera read as Flexera One
Flexera (Flexera One / formerly RightScale) read as Flexera One
Flexera One FinOps read as Flexera One
Google Cloud's cost-management tools read as Google Cloud Cost Management
Harness read as Harness Cloud Cost Management
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
Unresolved, counted raw
AWS Advisor
AWS Cost Anomaly Detection
AWS Curate
Azure Compute Estimator
Budgets
ByteChek
Centilytics
Cloud-Cost-Tracker
CloudCheckr CMx (now part of NetApp)
CloudCosts.io
CloudHealth from VMware
Compute Optimizer
Cost Management + Billing
Denss (formerly Anodot)
Economize Cloud
FOCUS™
Fortified
GCP Billing Console + Budgets & Alerts
GCP Billing Export
GCP Billing Hub
GCP Cost Tools
Gathr.ai
Google Cloud Budgets
Google Cloud Cost Explorer
Google Cloud Platform (GCP) Cost Management
Google Cloud's built-in tools
Google cost-management tools
Gorq
IAM Auditors & Anomaly detection
ManageEngine AlarmsOne
Moovlens
StormForge
Tovin
Vantage Cloud
Vantage Cloud Cost Platform
Discontinued, still offered
No shut-down product was recommended here.