Zero of fourteen models named Kubecost first on the direct prompt; zero named OpenCost. Kubecost was named by thirteen of the fourteen models and OpenCost by eight and Kubecost carries 35 labels and OpenCost 10, 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.
| 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. Three of four in this category shown.
“Only Kubernetes: OpenCost / Kubecost is the lowest cost, completely free, and gives real-time cost allocation” Muse Glimmer 30B · budget prompt · first choice
“1. OpenCost ⭐ *Highly Recommended* - Cost: Completely free” GLM 4.7 FlashX · budget prompt · first choice
“OpenCost (free) or Kubecost's free tier — purpose-built for container cost monitoring” Kimi K2 · budget prompt · alternative
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.