Zero of fourteen models named Kubecost first on the direct prompt; zero named Microsoft Cost Management. Kubecost was named by thirteen of the fourteen models and Microsoft Cost Management by fourteen and Kubecost carries 35 labels and Microsoft Cost Management 36, so the shares are not directly comparable.
Named in two categories this edition.
Named in two categories this edition.
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.
Across every category in the November 2026 Edition, Kubecost and Microsoft Cost Management were named in the same answer sixty times, of the 97 answers naming Kubecost and the 114 naming Microsoft Cost Management. In those answers Microsoft Cost Management took the first choice three times and Kubecost two.
| Model | DirectKU | ParaphraseKU | ComparativeKU | Budget-constrainedKU | Scale-constrainedKU | NegativeKU |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | KU | KU | ||||
| GPT-5.4 mini | KU | |||||
| Gemini 3.5 Flash | KU | KU | KU | KU | KU | KU |
| Perplexity Sonar | KU | KU | KU | KU | ||
| Grok 4.20 | KU | KU | ||||
| Mistral Small | KU | |||||
| DeepSeek V4 Flash | KU | KU | ||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | KU | KU | ||||
| Kimi K2 | KU | KU | ||||
| GLM 4.7 FlashX | KU | |||||
| MiniMax M2.5 | KU | |||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | KU | KU |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“starting with a free tier like Vantage, Kubecost, or the native cloud provider tools is the most cost-effective approach” Mistral Small · budget prompt · first choice
“Only Kubernetes: OpenCost / Kubecost is the lowest cost, completely free” Muse Glimmer 30B · budget prompt · first choice
“Kubecost: Best if your workload is almost entirely Kubernetes-based.” Qwen 3.7 Flash · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“cloud-native tools (AWS Cost Explorer, Azure Cost Management) fall short on multi-cloud, SaaS visibility, and container-level costs” Gemini 3.5 Flash · paraphrase prompt · soft negative
“can be excellent within their ecosystems, but relying on one as a cross-cloud system can create blind spots” Perplexity Sonar · negative prompt · soft negative
“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” Grok 4.20 · negative prompt · first choice
“Start with free native tools (AWS Cost Explorer, Azure Advisor, GCP Cost Management) for basic visibility” MiniMax M2.5 · budget prompt · first choice
“core reporting, budgets, alerts, and recommendations are free for Azure customers” GPT-6 Luna · budget prompt · first choice
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.