Cloud cost management · November 2026 Edition
AWS Cost Explorer vs IBM Apptio Cloudability
Zero of fourteen models named AWS Cost Explorer first on the direct prompt; zero named IBM Apptio Cloudability. Both were named by all fourteen models and AWS Cost Explorer carries 47 labels and IBM Apptio Cloudability 52, so the shares are not directly comparable.
Named in two categories this edition.
Named in three categories this edition.
First-choice share9%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate19%37%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#8A position in a field of 19; printed, not drawn.
Labels4752A 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 thirteen of the fourteen direct answers. Vantage vs AWS Cost Explorer · Vantage vs IBM Apptio Cloudability · 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 modelsIBM Apptio Cloudability
Direct002 against AWS Cost Explorer · 3 against IBM Apptio Cloudability
Paraphrase112 against IBM Apptio Cloudability
Comparative032 against AWS Cost Explorer
Budget-constrained402 against IBM Apptio Cloudability
Scale-constrained012 against AWS Cost Explorer · 2 against IBM Apptio Cloudability
Negative103 against AWS Cost Explorer · 10 against IBM Apptio Cloudability
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.
Across every category in the November 2026 Edition, AWS Cost Explorer and IBM Apptio Cloudability were named in the same answer ninety-two times, of the 154 answers naming AWS Cost Explorer and the 241 naming IBM Apptio Cloudability. In those answers IBM Apptio Cloudability took the first choice twelve times and AWS Cost Explorer twelve.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where AWS Cost Explorer and IBM Apptio Cloudability 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 4.20 | | | | | | |
| 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 IBM Apptio Cloudability first choice named as an alternative argued againstblank: not namedEach cell is one answer, AWS Cost Explorer on the left and IBM Apptio Cloudability on the right.The direct prompt
The plain question, one answer per model, grouped by where AWS Cost Explorer and IBM Apptio Cloudability stood in it.
Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.GPT-5.4 miniVantage alternatives: CloudZero, IBM Apptio Cloudability, Native Cloud Tools, VMware Tanzu CloudHealth
Mistral SmallVantage alternatives: AWS Cost Explorer, CloudZero
GLM 4.7 FlashXVantage alternatives: CAST AI, Cloudaware, IBM Apptio Cloudability, nOps
Muse Glimmer 30BVantage alternatives: CloudZero, Finout, IBM Apptio Cloudability
Neither was named
10 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5no first choice
Gemini 3.5 FlashCloudZero alternatives: Finout, Kubecost, Vantage
Perplexity SonarVantage alternatives: CAST AI, CloudKeeper, CloudZero, Finout, Kubecost
Grok 4.20Vantage alternatives: CloudZero, Finout
DeepSeek V4 FlashVantage alternatives: CAST AI, CloudZero, Economize
Llama 4 MaverickVantage
Qwen 3.7 FlashVantage alternatives: Amnic, CAST AI, CloudZero, nOps
Kimi K2Vantage alternatives: CloudZero, Economize
MiniMax M2.5Vantage alternatives: Economize
GPT-6 LunaCloudZero alternatives: Finout, Vantage
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 twelve points.
AWS Cost Explorer12%#2 of 17IBM Apptio Cloudability0%#17 of 17Mid-marketThe figures above
AWS Cost Explorer leads by five points.
AWS Cost Explorer9%#3 of 19IBM Apptio Cloudability4%#8 of 19Enterprise
The order flips: IBM Apptio Cloudability leads at enterprise.
IBM Apptio Cloudability54%#1 of 14AWS Cost Explorer0%#13 of 14What 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.
“Free (or low cost), built directly into management consoles, but limited in cross-cloud normalization and container-level breakdown.” Gemini 3.5 Flash · comparative prompt · soft negative
“its single-cloud limitation means it doesn't provide the cross-cloud visibility that many modern organizations require” MiniMax M2.5 · comparative prompt · soft negative
“are free but don't trust them for actual optimization. They are reporting tools, not optimization platforms.” DeepSeek V4 Flash · negative prompt · soft negative
“Native tools from providers (AWS Cost Explorer/Budgets, Azure Cost Management, Google Cloud Billing) are often sufficient, free or low-cost” Grok 4.20 · negative prompt · first choice
“best first choice is usually the cloud provider's native cost tools ... teams can use native tools like AWS Cost Explorer” GPT-5.4 mini · budget prompt · first choice
“Native Cloud Provider Tools (Best Starting Point – Completely Free for Basics)... Built-in, no extra cost.” Grok 4.20 · budget prompt · first choice
What the models said about IBM Apptio Cloudability
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“This model is cited as a reason to avoid, especially for enterprise tiers.” Mistral Small · negative prompt · hard negative
“What to Avoid with a Limited Budget” DeepSeek V4 Flash · budget prompt · hard negative
“Recognized as a "Leader" in Gartner's 2024 Magic Quadrant... Best For: Large enterprises focused on strict financial reporting, chargeback, and budget forecasting.” Qwen 3.7 Flash · comparative prompt · first choice
“The Industry Standard (All-Rounder): Cloudability ... arguably the most widely adopted solution for mid-market to enterprise organizations.” Qwen 3.7 Flash · paraphrase prompt · first choice
“Strong on visibility, allocation, and optimization. Good for multi-cloud and FinOps workflows. Often praised for enterprise-grade reporting.” Grok 4.20 · scale prompt · first choice
Also compared
Vantage vs AWS Cost ExplorerVantage vs IBM Apptio CloudabilityCloudZero vs AWS Cost ExplorerCloudZero vs IBM Apptio CloudabilityAWS Cost Explorer vs KubecostAWS Cost Explorer vs Microsoft Cost ManagementAWS Cost Explorer vs Google Cloud Cost ManagementAWS Cost Explorer vs OpenCostKubecost vs IBM Apptio CloudabilityMicrosoft Cost Management vs IBM Apptio CloudabilityGoogle Cloud Cost Management vs IBM Apptio CloudabilityOpenCost vs IBM Apptio CloudabilityAll 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.