1 category · RankedGoogle Kubernetes Engine
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Managed Kubernetes platforms | Cloud and infrastructure | 39% | 1 of 48 | 11% | 63 | endorsed leader |
Movement
By model
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 1 | 3 | 0 | 5 |
| GPT-5.4 mini | 2 | 1 | 2 | 0 | 5 |
| Gemini 3.5 Flash | 5 | 1 | 0 | 1 | 7 |
| Perplexity Sonar | 2 | 1 | 0 | 1 | 4 |
| Grok 4.1 Fast | 1 | 3 | 0 | 2 | 6 |
| Mistral Small | 1 | 2 | 1 | 0 | 4 |
| DeepSeek V4 Flash | 4 | 1 | 1 | 1 | 7 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 5 | 1 | 0 | 0 | 6 |
| Kimi K2 | 5 | 0 | 1 | 0 | 6 |
| GLM 4.7 FlashX | 1 | 2 | 1 | 2 | 6 |
| MiniMax M2.5 | 3 | 1 | 1 | 0 | 5 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Strengths: Most automated features, fastest Kubernetes version support... Most automated upgrade process and strongest enterprise features” MiniMax M2.5 · Managed Kubernetes · comparative prompt · first choice
“the strongest default choice is usually Google Kubernetes Engine (GKE) if you want the best overall managed Kubernetes experience” Perplexity Sonar · Managed Kubernetes · direct prompt · first choice
“Often considered the gold standard for managed Kubernetes... Choose GKE if you want the lowest day-to-day management overhead.” Gemini 3.5 Flash · Managed Kubernetes · comparative prompt · first choice
“Best Overall for Lean Teams: Google Kubernetes Engine (GKE) Autopilot ... is the gold standard for mid-market B2B companies.” Gemini 3.5 Flash · Managed Kubernetes · direct prompt · first choice
And against it
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 hyperscaler-only solutions like EKS, GKE, or AKS unless you have strong ecosystem reasons” GLM 4.7 FlashX · Managed Kubernetes · negative prompt · hard negative
“Avoid EKS/AKS/GKE if you need multi-cloud portability” Perplexity Sonar · Managed Kubernetes · negative prompt · hard negative
“avoid AWS EKS and GKE Standard on a tight budget” DeepSeek V4 Flash · Managed Kubernetes · budget prompt · hard negative
“AWS EKS, GKE Standard, and Azure AKS Standard all charge ≈ $0.10/hour (~$73/month) just for the control plane” GLM 4.7 FlashX · Managed Kubernetes · budget prompt · soft negative
Named alongside
What carried it into the answer
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 142 of the 180 answers that named Google Kubernetes Engine and are not a share of its labels.
Domains cited
593 of the 593 domain citations in answers naming Google Kubernetes Engine came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Names read as Google Kubernetes Engine
Claim this page
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 Google Kubernetes Engine'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 Google Kubernetes Engine, 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 google.dev 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.