Kubecost
Read the same way at every company size.
The standing depends on who is buying. Every model is asked the same questions for each company size.
Vantage is first at 65%.
Vantage is first at 55%. 0 of 14 models made it the first choice when asked directly.
IBM Apptio Cloudability is first at 54%.
Why models recommend it
“starting with a free tier like Vantage, Kubecost, or the native cloud provider tools is the most cost-effective approach”Mistral Small · Budget-constrained question · first choice
“Only Kubernetes: OpenCost / Kubecost is the lowest cost, completely free”Muse Glimmer 30B · Budget-constrained question · first choice
“Kubecost: Best if your workload is almost entirely Kubernetes-based.”Qwen 3.7 Flash · Scale-constrained question · first choice
“Kubecost offers Kubernetes cost visibility with cost allocation by namespace and customizable dashboards”Claude Haiku 4.5 · Comparative question · alternative
What gives them pause
No model argued against it.
Also on the shortlist
The products named in the same answers as Kubecost, over the 97 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 75 | 45 | Compare → | |
| 73 | 10 | Compare → | |
| 60 | 11 | Compare → | |
| 60 | 3 | Compare → | |
| 59 | 10 | Compare → | |
| 48 | 2 | View → | |
| 40 | 2 | View → | |
| 37 | 1 | View → | |
| 34 | 1 | View → | |
| 25 | 2 | View → |
What the models named instead of Kubecost →
A side-by-side page exists where both products are among a category's top eight.
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 79 of the 97 answers that named Kubecost and are not a share of its labels.
Domains cited
No domain is on file for Kubecost, so its own site is not marked.
Pages cited
Pages are listed as the models cited them.
By model
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 1 | 0 | 3 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 6 | 0 | 0 | 6 |
| Perplexity Sonar | 0 | 4 | 0 | 0 | 4 |
| Grok 4.20 | 0 | 2 | 2 | 0 | 4 |
| Mistral Small | 1 | 0 | 3 | 0 | 4 |
| DeepSeek V4 Flash | 0 | 3 | 1 | 0 | 4 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 1 | 1 | 0 | 0 | 2 |
| Kimi K2 | 0 | 2 | 1 | 0 | 3 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 1 | 1 | 0 | 0 | 2 |