| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Cloud cost management | Cloud and infrastructure | 4% | 5 of 79 | 23% | 22 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 1 | 0 | 0 | 2 |
| GPT-5.4 mini | 1 | 1 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 1 | 2 |
| Perplexity Sonar | 1 | 1 | 1 | 0 | 3 |
| Grok 4.1 Fast | 0 | 0 | 1 | 1 | 2 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 1 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 1 | 2 | 3 |
| Kimi K2 | 0 | 2 | 1 | 0 | 3 |
| GLM 4.7 FlashX | 0 | 1 | 1 | 0 | 2 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“start with native tools like AWS Cost Explorer, Azure Cost Management, or GCP Billing” Perplexity Sonar · FinOps · negative prompt · first choice
“If you're mostly on Azure: use Microsoft Cost Management + Azure Advisor.” GPT-5.4 mini · FinOps · paraphrase prompt · first choice
“provide basic visibility, budgets, and anomaly detection for free” Claude Haiku 4.5 · FinOps · budget prompt · first choice
“AWS Cost Explorer, Azure Cost Management, and Google Cloud Cost Management are free and are recommended as the first step for small budgets” Perplexity Sonar · FinOps · budget prompt · alternative
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Avoid relying solely on AWS Cost Explorer, GCP Billing, or Azure Cost Management as your primary tool” Qwen 3.7 Flash · FinOps · negative prompt · hard negative
“Beware of generic "native" tools (AWS Cost Explorer, Azure Cost Management) as your *only* solution” DeepSeek V4 Flash · FinOps · negative prompt · soft negative
“Limited multi-cloud support, basic forecasting, and reactive (no strong automation/AI)” Grok 4.1 Fast · FinOps · negative prompt · soft negative
“Limitation: They generally lack the cross-cloud aggregation, granular Kubernetes support” Qwen 3.7 Flash · FinOps · comparative prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 54 of the 66 answers that named Microsoft Cost Management and are not a share of its labels.
259 of the 259 domain citations in answers naming Microsoft Cost Management came from somebody else's page.
Pages are listed as the models cited them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Microsoft Cost Management's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Microsoft Cost Management, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at microsoft.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.