IT AI Index
Index Cloud and infrastructure FinOps › Enterprise September 2026 Edition

Cloud cost management for enterprise buyers

Asked as “cloud cost management platform”, and as “FinOps tool”, on behalf of an enterprise B2B company. 44 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Clear leader
45% of first choices, clear leader.

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.

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01IBM Apptio Cloudability45%22%54endorsed leader
02CloudZero18%3%38accepted challenger
03Vantage11%9%33accepted challenger
04Finout7%0%15accepted challenger
05VMware Tanzu CloudHealth5%26%38criticized challenger
06Cloudaware5%10%10accepted challenger
07Flexera One2%17%29accepted challenger
08Flexera One FinOps2%0%10accepted challenger
09ProsperOps2%13%15accepted challenger
Show the six products at 0%, ordered by negative rate
15AWS Cost Explorer0%73%11criticized challenger
14Microsoft Cost Management0%64%11criticized challenger
11CAST AI0%17%18accepted challenger
13nOps0%17%12accepted challenger
12Kubecost0%16%19accepted challenger
10Harness Cloud Cost Management0%6%17accepted challenger
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.

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 →
01
02
03
04
05
06
07
08
09
10
11
12
13
14
15
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01IBM Apptio Cloudability45%
02CloudZero18%
03Vantage11%
04Finout7%
05VMware Tanzu CloudHealth5%
06Cloudaware5%
07Flexera One2%
08Flexera One FinOps2%
09ProsperOps2%
10Harness Cloud Cost Management0%
11CAST AI0%
12Kubecost0%
13nOps0%
14Microsoft Cost Management0%
15AWS Cost Explorer0%

02What they warned about

Three of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX and MiniMax M2.5 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.
VMware Tanzu CloudHealth
26%
10 of 38 labels negative · 8 of 12 models · 6 hard negative
“Specific Platforms to Approach with High Caution ... aggressive pricing hikes ... may face stagnation or a lack of future innovation” Gemini 3.5 Flash, negative prompt
IBM Apptio Cloudability
22%
12 of 54 labels negative · 7 of 12 models · 1 hard negative
“Be most cautious of ... tools with significant data latency (Cloudability)” Kimi K2, negative prompt
AWS Cost Explorer
73%
8 of 11 labels negative · 6 of 12 models · 3 hard negative
“Native Provider Tools ... **fail at enterprise scale**—no robust multi-cloud unification, limited chargeback/showback” Grok 4.1 Fast, negative prompt
Microsoft Cost Management
64%
7 of 11 labels negative · 6 of 12 models · 3 hard negative
“Native Provider Tools ... **fail at enterprise scale**—no robust multi-cloud unification” Grok 4.1 Fast, negative prompt

03What they cite

Citations exist only for the models that return a source list: twelve of the twelve in this edition, and all six flagship models on the expanded tier.

Sites the answers cite

64 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 5 of those lists are Google grounding redirects that name no site and are left out of the counts. 838 links across 192 sites, every framing counted. Ranked by the number of answers carrying the site or page.

vendor site · Cloudaware42 answers · 80 citations · 10 models
vendor site · CloudZero39 answers · 51 citations · 11 models
vendor site · Vantage37 answers · 67 citations · 11 models
32 answers · 39 citations · 9 models
vendor site · Amnic26 answers · 36 citations · 10 models
vendor site · nOps23 answers · 29 citations · 11 models
22 answers · 22 citations · 9 models
vendor site · Flexera21 answers · 35 citations · 9 models
18 answers · 18 citations · 10 models
vendor site · Usage.ai17 answers · 19 citations · 8 models
vendor site · Finout16 answers · 19 citations · 7 models
vendor site · OpenMetal11 answers · 11 citations · 7 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.

04How 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.
ModelDirect“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 4.5Vantage
Five alternativesCloudZero, Flexera One, IBM Apptio Cloudability, ProsperOps, nOps
IBM Apptio CloudabilityChanged
Two alternativesFlexera One, IBM Turbonomic
CloudZero
Two alternativesProsperOps, Vantage
against: Flexera One, IBM Apptio Cloudability
IBM Apptio Cloudability
Two alternativesAmnic, Flexera One
no first choiceagainst: IBM Apptio Cloudability, Spot by NetApp
GPT-5.4 miniCloudZero, Vantage
One alternativeAWS Billing and Cost Management
IBM Apptio CloudabilityChanged
Three alternativesFlexera One, VMware Tanzu CloudHealth, Vantage
IBM Apptio Cloudability
Five alternativesCloudZero, Finout, Flexera One FinOps, VMware Tanzu CloudHealth, nOps
IBM Apptio Cloudability
Three alternativesFlexera One, Ternary, VMware Tanzu CloudHealth
no first choicenothing named
Gemini 3.5 FlashCloudZero
Five alternativesCAST AI, Finout, IBM Apptio Cloudability, Kubecost, Vantage
CloudZero, FinoutChanged
Two alternativesFlexera One, IBM Apptio Cloudability
no first choiceFinout
One alternativeCloudZero
against: IBM Apptio Cloudability, VMware Tanzu CloudHealth
Vantage
Four alternativesCloudZero, Finout, Harness Cloud Cost Management, Kubecost
against: IBM Apptio Cloudability
against: AWS Cost Explorer, CAST AI, Flexera One, Google Cloud Billing, IBM Apptio Cloudability, Microsoft Cost Management, ProsperOps, VMware Tanzu CloudHealth, nOps
Perplexity SonarIBM Apptio Cloudability
Three alternativesFlexera One FinOps, VMware Tanzu CloudHealth, Vantage
IBM Apptio CloudabilityHeld
Three alternativesCloudZero, Finout, VMware Tanzu CloudHealth
IBM Apptio Cloudability
Eight alternativesCloudZero, Cloudaware, Finout, Flexera One, Harness Cloud Cost Management, VMware Tanzu CloudHealth, Vantage, nOps
IBM Apptio Cloudability
Three alternativesCloudZero, Flexera One, Vantage
no first choiceagainst: AWS Cost Explorer/AWS Budgets, CAST AI, Google Cloud Billing, Kubecost, Microsoft Cost Management, Vantage, nOps
Grok 4.1 FastIBM Apptio Cloudability
Two alternativesFlexera One FinOps, VMware Tanzu CloudHealth
against: CloudZero, Harness Cloud Cost Management, Vantage
IBM Apptio CloudabilityHeld
Four alternativesCloudZero, Flexera One, VMware Tanzu CloudHealth, Vantage
IBM Apptio Cloudability, VMware Tanzu CloudHealth
Three alternativesFlexera One FinOps, Harness Cloud Cost Management, Spot by NetApp
against: AWS Cost Explorer, Microsoft Cost Management
IBM Apptio Cloudability
Three alternativesFlexera One, Harness Cloud Cost Management, VMware Tanzu CloudHealth
Vantage
Five alternativesDoiT, Harness Cloud Cost Management, IBM Apptio Cloudability, Spot by NetApp, nOps
against: AWS Cost Explorer, Google Cloud Billing, IBM Apptio Cloudability, Kubecost, Microsoft Cost Management, VMware Tanzu CloudHealth, Vantage
Mistral SmallCloudZero, IBM Apptio Cloudability
Two alternativesInfracost, ProsperOps
Finout, ProsperOpsChangedIBM Apptio Cloudability
Four alternativesCAST AI, Spot by NetApp, VMware Tanzu CloudHealth, nOps
CloudZero
Two alternativesFlexera One, IBM Apptio Cloudability
no first choiceagainst: AWS Cost Explorer, IBM Apptio Cloudability, VMware Tanzu CloudHealth
DeepSeek V4 FlashCloudZero, IBM Apptio Cloudability
Three alternativesIBM Turbonomic, VMware Tanzu CloudHealth, Vantage
IBM Apptio CloudabilityChanged
Three alternativesCloudZero, Flexera One, Vantage
no first choice
Four alternativesCloudZero, Flexera One, IBM Apptio Cloudability, Vantage
against: VMware Tanzu CloudHealth
Morpheus Data
One alternativeVMware Tanzu CloudHealth
against: Flexera One, IBM Apptio Cloudability
no first choiceagainst: AWS Cost Explorer, Flexera One, IBM Apptio Cloudability, IBM Turbonomic, Kubecost, Microsoft Cost Management, VMware Tanzu CloudHealth
Llama 4 Maverickno first choiceIBM Apptio CloudabilityChanged
Two alternativesVMware Tanzu CloudHealth, Vantage
no first choiceno first choiceVantage
Two alternativesAmnic, CoreStack
against: AWS Cost Explorer, Google Cloud Cost Management, Microsoft Cost Management, VMware Tanzu CloudHealth
Qwen 3.7 FlashIBM Apptio Cloudability
Three alternativesDatanami, Harness Cloud Cost Management, Vantage
VMware Tanzu CloudHealthChanged
Three alternativesFlexera One, IBM Apptio Cloudability, Vantage
Snow Software
Four alternativesDensify, Harness Cloud Cost Management, IBM Apptio Cloudability, VMware Tanzu CloudHealth
Cloudaware
One alternativeCloudZero
no first choice
Four alternativesCloudZero, Finout, VMware Tanzu CloudHealth, Vantage
against: IBM Apptio Cloudability
against: CloudFix, Flexera One, IBM Apptio Cloudability, ProsperOps, Spot by NetApp, VMware Tanzu CloudHealth
Kimi K2IBM Apptio Cloudability
Three alternativesCloudZero, Cloudaware, Flexera One FinOps
IBM Apptio CloudabilityHeld
Two alternativesFinout, Vantage
IBM Apptio Cloudability
Six alternativesCloudZero, Flexera One FinOps, Harness Cloud Cost Management, Kubecost, VMware Tanzu CloudHealth, Vantage
CloudZero
Two alternativesIBM Apptio Cloudability, VMware Tanzu CloudHealth
no first choiceagainst: IBM Apptio Cloudability, VMware Tanzu CloudHealth
GLM 4.7 FlashXFlexera One, IBM Apptio Cloudability
Nine alternativesArchera, CAST AI, CloudZero, Finout, Kubecost, ProsperOps, VMware Tanzu CloudHealth, Vantage, nOps
IBM Apptio CloudabilityChanged
One alternativeVantage
no first choiceFlexera One FinOps
Three alternativesCloudZero, IBM Apptio Cloudability, Vantage
no first choiceagainst: CAST AI, Cloudaware
MiniMax M2.5CloudZero, Cloudaware
Three alternativesCAST AI, Flexera One, ProsperOps
VMware Tanzu CloudHealthChanged
Three alternativesIBM Apptio Cloudability, IBM Turbonomic, Spot by NetApp
against: AWS Cost Explorer, Microsoft Cost Management
IBM Apptio Cloudability
Four alternativesCloudZero, Cloudaware, Flexera One, ServiceNow
IBM Apptio Cloudability
Two alternativesFlexera One FinOps, Vantage
no first choiceagainst: AWS Cost Explorer, Google Cloud Billingagainst: VMware Tanzu CloudHealth
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The 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
Seventy-two rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 11:30yes98 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 11:49yes36 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 12:53yes2128 s
Direct recommendationPerplexity Sonarsonar2026-09-17 09:32yes204 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 11:24yes3516 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 10:54yes54 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 11:56yes1413 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 14:04yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 10:08no036 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 12:00yes1331 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 12:17yes15177 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 12:29yes520 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 10:25yes99 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 12:24yes45 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 11:00yes722 s
ParaphrasePerplexity Sonarsonar2026-09-17 10:45yes206 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 11:03yes2814 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 13:05yes55 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 12:50yes814 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 13:32yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 09:44yes530 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 13:57yes717 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 13:25yes2267 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 13:43no073 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 09:24yes1612 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 13:36yes611 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 10:24yes1430 s
ComparativePerplexity Sonarsonar2026-09-17 13:37yes2011 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 14:13yes3318 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 11:20yes510 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 11:18yes1820 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 13:18yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 13:23no041 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 12:35yes2344 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 13:34yes2295 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 10:00yes818 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 09:52yes910 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 13:43yes46 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 10:23yes2224 s
Budget constrainedPerplexity Sonarsonar2026-09-17 13:11yes205 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 11:21yes2211 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 12:23yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 10:18yes3036 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 12:23yes52 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 11:14yes531 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 12:17yes2050 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 11:05yes34176 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 11:02yes2162 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 13:16no06 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 14:15no013 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 09:41no019 s
Scale constrainedPerplexity Sonarsonar2026-09-17 11:19yes206 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 13:52yes1310 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 13:48no07 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 10:18yes2028 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 13:06yes54 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 10:05yes2061 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 10:32yes1023 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 14:08yes10164 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 11:29no059 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 13:16yes1910 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 09:34yes510 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 13:32yes20100 s
Negative framingPerplexity Sonarsonar2026-09-17 09:26yes207 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 12:10yes1714 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 10:33yes55 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 11:33yes2843 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 14:06yes53 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 09:35yes1074 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 10:03yes2458 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 14:11yes24109 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 12:24yes1532 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

Category-scoped readings
Flexera read as Flexera One
Flexera (formerly RightScale) read as Flexera One
Harness read as Harness Cloud Cost Management
Spot (Spot.io) read as Spot by NetApp
Spot (by Flexera) read as Spot by NetApp
Spot by NetApp read as Spot by NetApp
Spot by NetApp (now part of IBM) read as Spot by NetApp
Unresolved, counted raw
CloudBolt
CloudFix
Datanami (Costanomic)
Holori
IBM FinOps Suite (Apptio Cloudability)
Lucidity
Moovtech
Morpheus Data
NetApp Cloud Cost Optimizer
NudgeBee
StormForge
Discontinued, still offered
No shut-down product was recommended here.
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