Cloud cost management · October 2026 Edition
AWS Cost Explorer vs ProsperOps
Zero of fourteen models named AWS Cost Explorer first on the direct prompt; one named ProsperOps. AWS Cost Explorer was named by thirteen of the fourteen models and ProsperOps by nine and AWS Cost Explorer carries 38 labels and ProsperOps 18, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category this edition.
First-choice share10%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate29%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#8A position in a field of 16; printed, not drawn.
Labels3818A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, AWS Cost Explorer reading right to left. Rank and label count are printed, not drawn.Vantage was named alongside these two in eleven of the fourteen direct answers. Vantage vs AWS Cost Explorer · Vantage vs ProsperOps · CloudZero vs AWS Cost Explorer
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the cloud cost management page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
AWS Cost ExplorerFirst choices, of fourteen modelsProsperOps
Direct01
Paraphrase00
Comparative103 against AWS Cost Explorer
Budget-constrained60
Scale-constrained002 against AWS Cost Explorer
Negative106 against AWS Cost Explorer
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where AWS Cost Explorer and ProsperOps stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | ||||
| GPT-5.4 mini | | | ||||
| Gemini 3.5 Flash | | | | |||
| Perplexity Sonar | | | ||||
| Grok 4.1 Fast | | | | | | |
| Mistral Small | | | ||||
| DeepSeek V4 Flash | | | | | ||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | | | ||||
| Kimi K2 | | | | | ||
| GLM 4.7 FlashX | | | | |||
| MiniMax M2.5 | | | | |||
| GPT-6 Luna | | | ||||
| Muse Glimmer 30B | | |
AWS Cost Explorer ProsperOps first choice named as an alternative argued againstblank: not namedEach cell is one answer, AWS Cost Explorer on the left and ProsperOps on the right.The direct prompt
The plain question, one answer per model, grouped by where AWS Cost Explorer and ProsperOps stood in it.
ProsperOps first, AWS Cost Explorer not the choice
1 of 14 modelsAWS Cost Explorer was named in the answer but not as the choice, or not at all.Mistral SmallCloudZero, ProsperOps alternatives: Flexera One, IBM Apptio Cloudability, Vantage
Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Gemini 3.5 FlashVantage alternatives: CAST AI, CloudZero, Finout, ProsperOps, nOps
MiniMax M2.5Spot by NetApp, VMware Tanzu CloudHealth alternatives: AWS Cost Explorer, Google Cloud Billing, Microsoft Cost Management
Neither was named
11 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Vantage alternatives: Amnic, CloudZero
GPT-5.4 miniVantage alternatives: Flexera One, Kubecost, VMware Tanzu CloudHealth
Perplexity SonarVantage alternatives: CloudZero
Grok 4.1 FastCloudZero alternatives: Harness Cloud Cost Management, IBM Apptio Cloudability, Spot by NetApp
DeepSeek V4 FlashVantage alternatives: CloudZero, Economize, nOps
Llama 4 MaverickCloudZero alternatives: Guideflow
Qwen 3.7 FlashVantage, nOps alternatives: Datadog Cloud Cost Management
Kimi K2Vantage alternatives: CloudZero, Finout
GLM 4.7 FlashXVantage alternatives: CloudKeeper, CloudZero
GPT-6 LunaVantage alternatives: AWS, CloudZero, Finout
Muse Glimmer 30BCloudZero, Vantage alternatives: CloudCheckr
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
AWS Cost Explorer leads by fourteen points.
AWS Cost Explorer14%#2 of 18ProsperOps0%#15 of 18Mid-marketThe figures above
AWS Cost Explorer leads by eight points.
AWS Cost Explorer10%#3 of 16ProsperOps2%#8 of 16Enterprise
Level: the same share of first choices.
AWS Cost Explorer0%#12 of 13ProsperOps0%#8 of 13What the models said about AWS Cost Explorer
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“work well for single-cloud environments at small scale but require perfect tagging discipline and lack multi-cloud or Kubernetes cluster visibility” Muse Glimmer 30B · negative prompt · soft negative
“independent reviews highlight significant data lag (up to 24 hours) in usage reporting and shallow drill-down capabilities” Mistral Small · negative prompt · soft negative
“Use them to start, but avoid relying on them if you run multi-cloud or container-heavy infrastructures.” Gemini 3.5 Flash · negative prompt · soft negative
“Best for a limited budget: start with your cloud provider's built-in cost tools... AWS Cost Explorer, Microsoft Cost Management, or Google Cloud Cost Management.” GPT-6 Luna · budget prompt · first choice
“Native cloud provider tools are free or nearly free... Zero spend / < $2.5K/mo cloud bill: Native Cost Explorer + Infracost for prevention, plus Vantage Starter” Muse Glimmer 30B · budget prompt · first choice
“If you have < $1,000/month in cloud spend: Stick to Native Tools (AWS/Azure/GCP). Do not pay for a third-party tool yet.” Qwen 3.7 Flash · budget prompt · first choice
What the models said about ProsperOps
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“CloudZero and ProsperOps are top recommendations due to their automation, granular insights, and strong ROI” Mistral Small · direct prompt · first choice
“Focuses on saving money via Savings Plans/Reserved Instances and automation around commitment usage.” Perplexity Sonar · comparative prompt · alternative
“Automated AWS commitments/savings | % of savings model | High for AWS-heavy” Grok 4.1 Fast · paraphrase prompt · alternative
Also compared
Vantage vs AWS Cost ExplorerVantage vs ProsperOpsCloudZero vs AWS Cost ExplorerCloudZero vs ProsperOpsAWS Cost Explorer vs FinoutAWS Cost Explorer vs Microsoft Cost ManagementAWS Cost Explorer vs nOpsAWS Cost Explorer vs KubecostFinout vs ProsperOpsMicrosoft Cost Management vs ProsperOpsnOps vs ProsperOpsKubecost vs ProsperOpsAll twenty-eight head-to-head pages and the full finops standing
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.