Cloud cost management for enterprise buyers
Asked as “cloud cost management platform”, and as “FinOps tool”, on behalf of an enterprise B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
54%
Clear leader
54IBM Apptio Cloudability14Vantage12Finout20others
54% of first choices, clear leader.
Since October 2026▲+5Since October 2026: 49% → 54%, +5 points. Inside the 11-point floor: within noise.IBM Apptio Cloudability held the lead, +5 points on 49%, 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
Vantage65%Clear leader▲+24Since October 2026: 41% → 65%, +24 points. Past the 11-point floor: movement.Standing →Mid-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.This page
Vantage65%Clear leader▲+24Since October 2026: 41% → 65%, +24 points. Past the 11-point floor: movement.Standing →Mid-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.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01IBM Apptio Cloudability54%9%68endorsed leader▲+5Since October 2026: 49% → 54%, +5 points. Inside the 11-point floor: within noise.49% → 54%
IBM Apptio Cloudability54%9%68endorsed leader▲+5Since October 2026: 49% → 54%, +5 points. Inside the 11-point floor: within noise.49% → 54%02Vantage14%8%40accepted challenger▲+6Since October 2026: 8% → 14%, +6 points. Inside the 11-point floor: within noise.8% → 14%
Vantage14%8%40accepted challenger▲+6Since October 2026: 8% → 14%, +6 points. Inside the 11-point floor: within noise.8% → 14%03
Finout12%5%40accepted challenger▼−2Since October 2026: 14% → 12%, −2 points. Inside the 11-point floor: within noise.14% → 12%
Finout12%5%40accepted challenger▼−2Since October 2026: 14% → 12%, −2 points. Inside the 11-point floor: within noise.14% → 12%04
CloudZero9%5%40accepted challenger▲+1Since October 2026: 8% → 9%, +1 point. Inside the 11-point floor: within noise.8% → 9%
CloudZero9%5%40accepted challenger▲+1Since October 2026: 8% → 9%, +1 point. Inside the 11-point floor: within noise.8% → 9%05
Flexera One5%10%49accepted challenger▼−3Since October 2026: 8% → 5%, −3 points. Inside the 11-point floor: within noise.8% → 5%
Flexera One5%10%49accepted challenger▼−3Since October 2026: 8% → 5%, −3 points. Inside the 11-point floor: within noise.8% → 5%Show the nine products at 0%, ordered by negative rate
14
Google Cloud Billing Lab in the set0%83%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Google Cloud Billing Lab in the set0%83%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Microsoft Cost Management0%52%25criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Microsoft Cost Management0%52%25criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13
AWS Cost Explorer0%52%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
AWS Cost Explorer0%52%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
VMware Tanzu CloudHealth0%18%45accepted challenger▼−8Since October 2026: 8% → 0%, −8 points. Inside the 11-point floor: within noise.8% → 0%
VMware Tanzu CloudHealth0%18%45accepted challenger▼−8Since October 2026: 8% → 0%, −8 points. Inside the 11-point floor: within noise.8% → 0%11
ProsperOps0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
ProsperOps0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07IBM Turbonomic0%8%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
10Kubecost0%7%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
08
CAST AI0%0%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
CAST AI0%0%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Harness Cloud Cost Management0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Harness Cloud Cost Management0%0%11accepted 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 zero times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
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
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 →
010203040506I07
0809K10
11121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01IBM Apptio Cloudability54%
IBM Apptio Cloudability54%02Vantage14%
Vantage14%03Finout12%
Finout12%04CloudZero9%
CloudZero9%05Flexera One5%
Flexera One5%06VMware Tanzu CloudHealth0%
VMware Tanzu CloudHealth0%07IBM Turbonomic0%
08CAST AI0%
CAST AI0%09Harness Cloud Cost Management0%
Harness Cloud Cost Management0%10Kubecost0%
11ProsperOps0%
ProsperOps0%12Microsoft Cost Management0%
Microsoft Cost Management0%13AWS Cost Explorer0%
AWS Cost Explorer0%14Google Cloud Billing0%
Google Cloud Billing0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Grok 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna 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.
AWS Cost Explorer52%
14 of 27 labels negative · 11 of 14 models · 3 hard negative
“Native tools (AWS Cost Explorer, Azure Cost Management, GCP Billing) ... This is a mistake at enterprise scale.” DeepSeek V4 Flash, negative prompt
Microsoft Cost Management52%
13 of 25 labels negative · 10 of 14 models · 3 hard negative
“Enterprises with hybrid or multi-cloud strategies may find it insufficient for comprehensive cost governance.” Mistral Small, negative prompt
VMware Tanzu CloudHealth18%
8 of 45 labels negative · 8 of 14 models · 3 hard negative
“AVOID (new contracts) / CAUTIOUS (existing) | Vendor instability, stalled innovation, expensive % of spend” DeepSeek V4 Flash, negative prompt
Google Cloud Billing83%
10 of 12 labels negative · 7 of 14 models · 3 hard negative
“Avoid relying on these exclusively because: They create siloed views when enterprises use multiple clouds” Kimi K2, negative 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
73 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. 913 links across 203 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 · Finout39 answers · 76 citations · 13 models
vendor site · Cloudaware29 answers · 42 citations · 12 models
vendor site · Vantage27 answers · 52 citations · 11 models
vendor site · G227 answers · 34 citations · 12 models
vendor site · Amnic27 answers · 33 citations · 9 models
vendor site · New Relic22 answers · 23 citations · 10 models
20 answers · 31 citations · 9 models
vendor site · Eon20 answers · 22 citations · 9 models
19 answers · 19 citations · 7 models
vendor site · CloudZero18 answers · 22 citations · 10 models
vendor site · Usage.ai16 answers · 20 citations · 9 models
vendor site · Flexera16 answers · 19 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.
22 answers · 10 models
18 answers · 7 models
16 answers · 7 models
15 answers · 8 models
15 answers · 9 models
13 answers · 7 models
12 answers · 9 models
12 answers · 7 models
12 answers · 8 models
11 answers · 8 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 |
|---|---|---|---|---|---|---|---|---|
| IBM parent site IBM Apptio Cloudability 54%, IBM Turbonomic 0% | 54% | 204 | 201,000 | 34,098 | ||||
| Vantage vantage.sh | 14% | 190 | 49,500 | 10,715 | 37,252 | 4 | ||
| Finout finout.io | 12% | 112 | 880 | 10 | 40,296 | 30 | ||
| CloudZero cloudzero.com | 9% | 168 | 2,400 | 32 | 99,194 | $25,945 | 5 | 3 |
| Flexera flexera.com Flexera One 5%, Spot by NetApp 2% | 7% | 176 | 210 | 0 | 48,107 company | 31 | ||
| IBM ibm.com | 2% | 168 | 201,000 | 34,098 | 31,137,701 | $2,518 | 118 | 4 |
| Apptio Cloud Cost Management | 2% | |||||||
| VMware parent site VMware Tanzu CloudHealth 0% | 0% | 131 | 74,000 | 17,842 | ||||
| CAST AI cast.ai | 0% | 60 | 1,900 | 63 | 7,198 | $181 | 31 | 3 |
| Harness harness.io Harness Cloud Cost Management 0%, Harness Cloud & AI Cost Management 0% | 0% | 32 | 60,500 | 55,100 | 86,302 company | 6 | 2 |
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, 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 an enterprise B2B company?”Paraphrase“Which FinOps tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade cloud cost management platforms and how do they differ?”Budget-constrained“What is the best cloud cost management platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a cloud cost management platform. What should we look at?”Negative“Which cloud cost management platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5FinoutIBM Apptio CloudabilityChangedVMware Tanzu CloudHealthIBM Apptio Cloudabilityno first choiceagainst: Finout, Flexera One, IBM Apptio Cloudability, Kubecost, VMware Tanzu CloudHealth, Vantage
Four alternatives
CloudZero, Flexera One, IBM Apptio Cloudability, VMware Tanzu CloudHealthTwo alternatives
Flexera One, VMware Tanzu CloudHealthFour alternatives
CloudZero, Flexera One, Harness Cloud Cost Management, IBM Apptio CloudabilityTwo alternatives
Flexera One, VMware Tanzu CloudHealthGPT-5.4 miniIBM Apptio CloudabilityIBM Apptio CloudabilityHeldagainst: AWS Cost Explorer, GCP Billing exports, Microsoft Cost ManagementFlexera OneFinoutno first choicenothing named
Four alternatives
Broadcom CloudHealth, FinOps hubs, Finout, Microsoft Cost ManagementThree alternatives
Finout, Flexera One, VMware Tanzu CloudHealthNine alternatives
CloudZero, Datadog Cloud Cost Management, Finout, Harness Cloud Cost Management, IBM Apptio Cloudability, IBM Kubecost, Kubecost, ProsperOps, VMware Tanzu CloudHealthTwo alternatives
IBM Apptio Cloudability, VantageGemini 3.5 FlashCloudZeroCloudZero, IBM Apptio Cloudability, VantageChangedIBM Apptio CloudabilityCloudZero, Vantageno first choiceagainst: AWS Cost Explorer, CloudCheckr, Google Cloud Billing, Microsoft Cost Management, VMware Tanzu CloudHealth
Five alternatives
Finout, Flexera One, IBM Apptio Cloudability, VMware Tanzu CloudHealth, VantageOne alternative
Flexera OneFour alternatives
CloudZero, Finout, Flexera One, VantageThree alternatives
Finout, IBM Apptio Cloudability, KubecostPerplexity SonarIBM Apptio CloudabilityIBM Apptio CloudabilityHeldIBM Apptio CloudabilityIBM Apptio Cloudabilityno first choiceagainst: AWS Cost Explorer, Broadcom CloudHealth, CloudZero, Datadog Cloud Cost Management, Economize, Flexera One, Google Cloud Billing, IBM Apptio Cloudability, Microsoft Cost Management, New Relic Cloud Cost Intelligence, ServiceNow Cloud Cost Management, Ternary, Vantage
Five alternatives
CloudZero, Cloudaware, DoiT Cloud Intelligence, Finout, VantageTwo alternatives
Finout, Flexera OneEight alternatives
CloudZero, Finout, Flexera One, Harness Cloud Cost Management, IBM Kubecost, Native AWS, Azure, and Google Cloud tools, VMware Tanzu CloudHealth, VantageTwo alternatives
CloudZero, Flexera OneGrok 4.20Flexera One, IBM Apptio Cloudabilityagainst: AWS Cost Explorer, Google Cloud Billing, Microsoft Cost ManagementIBM Apptio CloudabilityChangedFlexera One, IBM Apptio Cloudabilityagainst: AWS Cost Explorer, Google Cloud Billing, Microsoft Cost ManagementIBM Apptio Cloudabilityagainst: AWS Cost Explorer, CloudZero, Finout, Flexera One, Google Cloud Billing, Microsoft Cost ManagementVantageagainst: AWS Cost Explorer, Anodot, CloudBolt, CoreStack, Flexera One, Google Cloud Billing, Microsoft Cost Management, ProsperOps, VMware Tanzu CloudHealth, Vertice
Three alternatives
CloudZero, Finout, VantageFive alternatives
Finout, Flexera One, Kubecost, ServiceNow Cloud Cost Management, VantageThree alternatives
Finout, VMware Tanzu CloudHealth, VantageTwo alternatives
VMware Tanzu CloudHealth, VantageThree alternatives
Flexera One, IBM Apptio Cloudability, VMware Tanzu CloudHealthMistral SmallIBM Apptio Cloudability, VantageIBM Apptio CloudabilityChangedFlexera OneFlexera One, IBM Apptio Cloudabilityno first choiceagainst: AWS Cost Explorer, Google Cloud Billing, Microsoft Cost Management, VMware Tanzu CloudHealth
One alternative
IBM TurbonomicTwo alternatives
Finout, VMware Tanzu CloudHealthEleven alternatives
AWS Cost Explorer, CAST AI, CloudBolt, Densify, Finout, Google Cloud Cost Management, Harness Cloud Cost Management, IBM Turbonomic, Microsoft Cost Management, VMware Tanzu CloudHealth, VantageOne alternative
VantageDeepSeek V4 FlashIBM Apptio Cloudabilityagainst: IBM TurbonomicIBM Apptio CloudabilityHeldIBM Apptio CloudabilityFinoutagainst: VantageIBM Apptio Cloudabilityagainst: AWS Cost Explorer, Google Cloud Billing, IBM Apptio Cloudability, Microsoft Cost Management, VMware Tanzu CloudHealth
Three alternatives
CloudZero, Finout, Flexera OneThree alternatives
CloudZero, Finout, Flexera OneSeven alternatives
CAST AI, CloudZero, Flexera One, IBM Turbonomic, Kubecost, VMware Tanzu CloudHealth, VantageThree alternatives
Flexera One, IBM Apptio Cloudability, VMware Tanzu CloudHealthFour alternatives
CloudZero, Kion, VMware Tanzu CloudHealth, VantageLlama 4 MaverickIBM Apptio CloudabilityFinoutChangedVantageno first choiceVantagenothing named
Six alternatives
CAST AI, CloudZero, Finout, IBM Turbonomic, Nutanix Cloud Manager, VMware Tanzu CloudHealthFour alternatives
Cloudaware, Flexera One, IBM Apptio Cloudability, ServiceNow Cloud Cost ManagementFive alternatives
Amnic, CloudZero, Cloudaware, Flexera One, IBM Apptio CloudabilityQwen 3.7 FlashSpot by NetAppIBM Apptio CloudabilityChangedFlexera OneIBM Apptio Cloudabilityno first choiceagainst: AWS Cost Explorer, IBM Apptio Cloudability, Microsoft Cost Management, VMware Tanzu CloudHealth
Four alternatives
CloudZero, Harness Cloud Cost Management, IBM Apptio Cloudability, TurbonomicsTwo alternatives
VMware Cloud Health, WizFive alternatives
CloudZero, IBM Apptio Cloudability, VMware Tanzu CloudHealth, Vantage, nOpsTwo alternatives
IBM Turbonomic, VMware Tanzu CloudHealthKimi K2CloudZero, IBM Apptio CloudabilityIBM Apptio CloudabilityChangedIBM TurbonomicFinoutno first choiceagainst: AWS Cost Explorer, Google Cloud Billing, IBM Apptio Cloudability, Microsoft Cost Management
Three alternatives
Flexera One, VMware Tanzu CloudHealth, VantageThree alternatives
Finout, Vantage, ZestyFive alternatives
Finout, Flexera One, Harness Cloud Cost Management, Spot by NetApp, VMware Tanzu CloudHealthOne alternative
IBM Apptio CloudabilityFive alternatives
CloudZero, Finout, Harness Cloud Cost Management, IBM Apptio Cloudability, VantageGLM 4.7 FlashXFlexera One, IBM Apptio CloudabilityIBM Apptio CloudabilityChangedVMware Tanzu CloudHealthIBM Apptio Cloudabilityno first choicenothing named
Four alternatives
CAST AI, Finout, VMware Tanzu CloudHealth, VantageOne alternative
VantageFifteen alternatives
CAST AI, CloudBolt, CloudZero, Control Plane, Densify, Finout, Flexera One, Harness Cloud Cost Management, IBM Apptio Cloudability, Kubecost, OpenCost, ProsperOps, Spot by NetApp, Vantage, nOpsThree alternatives
CloudZero, Finout, Flexera OneMiniMax M2.5IBMApptio Cloud Cost ManagementChangedIBM TurbonomicFinout, Vantageno first choiceagainst: AWS Cost Explorer, Google Cloud Billing, Microsoft Cost Management, VMware Tanzu CloudHealth
Two alternatives
CloudZero, FinoutFour alternatives
CloudZero, Densify, IBM Turbonomic, Microsoft Cost ManagementSix alternatives
Datadog Cloud Cost Management, Densify, Flexera One, IBM Apptio Cloudability, VMware Tanzu CloudHealth, YotascaleTwo alternatives
Flexera One, IBM TurbonomicGPT-6 LunaCloudZero, IBM Apptio CloudabilityIBM Apptio CloudabilityChangedFlexera One, IBM Apptio Cloudabilityagainst: IBM KubecostIBM Apptio Cloudabilityno first choiceagainst: AWS Cost Explorer, VMware Tanzu CloudHealth
Two alternatives
Flexera One, Native AWS/Azure/GCP toolsTwo alternatives
CloudZero, Flexera OneFour alternatives
Broadcom CloudHealth, CloudZero, Finout, Harness Cloud & AI Cost ManagementOne alternative
FinoutMuse Glimmer 30BIBM Apptio CloudabilityIBM Apptio Cloudability, VantageChangedno first choiceFinoutVantageagainst: AWS Cost Explorer, Flexera One, IBM Apptio Cloudability, Microsoft Cost Management, PointFive
Four alternatives
CloudZero, Flexera One, VMware Tanzu CloudHealth, VantageOne alternative
FinoutSix alternatives
CloudZero, Finout, Flexera One, IBM Apptio Cloudability, VMware Tanzu CloudHealth, VantageFour alternatives
Flexera One, IBM Apptio Cloudability, Microsoft FinOps hubs, VantageFour alternatives
CloudZero, Control Plane, 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.
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 12:41 | yes | 16 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:37 | yes | 5 | 6 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 13:43 | yes | 12 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:55 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:18 | yes | 10 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:05 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:25 | yes | 24 | 42 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:35 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:42 | no | 0 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:20 | yes | 19 | 32 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:07 | yes | 20 | 158 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:32 | yes | 10 | 30 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:07 | yes | 4 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:58 | yes | 14 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:07 | yes | 10 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:23 | yes | 3 | 5 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 11:26 | no | 0 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:04 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:44 | yes | 5 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:42 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:38 | yes | 24 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:41 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:48 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:10 | yes | 14 | 33 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:20 | yes | 23 | 22 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:48 | no | 0 | 91 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:50 | yes | 4 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:40 | yes | 13 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:06 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:24 | yes | 7 | 9 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 09:37 | yes | 11 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 08:35 | yes | 10 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:31 | yes | 15 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:22 | yes | 9 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:38 | yes | 24 | 40 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:08 | yes | 8 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:40 | yes | 10 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:41 | yes | 15 | 21 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:46 | yes | 14 | 60 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:20 | yes | 20 | 41 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:39 | yes | 9 | 28 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:56 | yes | 25 | 33 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:42 | yes | 16 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:39 | yes | 4 | 5 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 13:53 | yes | 6 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 18:12 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:09 | yes | 15 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:09 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:53 | yes | 23 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:18 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:46 | yes | 5 | 16 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:55 | yes | 13 | 27 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:05 | yes | 24 | 31 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:08 | yes | 5 | 32 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:23 | yes | 3 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:28 | yes | 14 | 25 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:02 | yes | 18 | 15 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:04 | no | 0 | 7 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 09:22 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:38 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:13 | yes | 10 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:15 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:31 | yes | 24 | 40 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:42 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:24 | no | 0 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:52 | yes | 25 | 38 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:48 | yes | 25 | 42 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:10 | no | 0 | 17 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:04 | yes | 3 | 26 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:17 | yes | 15 | 32 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:15 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:00 | no | 0 | 8 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 13:39 | yes | 10 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 15:58 | yes | 10 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:23 | yes | 17 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:16 | yes | 5 | 23 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:12 | yes | 23 | 75 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:20 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:26 | yes | 10 | 36 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:01 | yes | 25 | 27 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:12 | yes | 24 | 48 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:37 | no | 0 | 32 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:52 | yes | 4 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:46 | yes | 23 | 28 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 Cost Explorer + AWS Budgets read as AWS Cost Explorer
AWS Cost Explorer/Budgets read as AWS Cost Explorer
AWS Cost Management read as AWS Cost Explorer
Datadog read as Datadog Cloud Cost Management
DoiT read as DoiT Cloud Intelligence
Flexera read as Flexera One
Flexera (ProsperOps) read as Flexera One
Flexera (Spot by Flexera / Flexera One) read as Flexera One
Flexera One FinOps read as Flexera One
Flexera One FinOps / Cloud Cost Optimization read as Flexera One
Google Cloud read as Google Cloud Cost Management
Harness read as Harness Cloud Cost Management
Harness Cost Management read as Harness Cloud Cost Management
Spot (by NetApp) read as Spot by NetApp
Spot by NetApp read as Spot by NetApp
Spot by VMware read as Spot by NetApp
Unresolved, counted raw
Apptio Cloud Cost Management (formerly CloudHealth)
BMC Helix Cloud Cost
Broadcom Tanzu CloudHealth
Cloudyn
CostFormation
GCP Billing exports
GCP FinOps Hub
Genezio
Google Cloud FinOps Hub
Harness CloudHealth
Infraspeak
Kion
Microsoft FinOps hubs
Native AWS, Azure, and Google Cloud tools
Native AWS/Azure/GCP tools
RightScale (Flexera)
Turbonomics (by IBM)
VMware Cloud Health
Discontinued, still offered
No shut-down product was recommended here.