| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Secrets management | Identity and access | 0% | 10 of 40 | 10% | 31 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-5.4 mini | 0 | 3 | 0 | 0 | 3 |
| Gemini 3.5 Flash | 0 | 2 | 1 | 2 | 5 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.1 Fast | 0 | 1 | 3 | 0 | 4 |
| Mistral Small | 0 | 1 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 3 | 1 | 0 | 4 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 0 | 1 | 1 |
| GLM 4.7 FlashX | 0 | 3 | 0 | 0 | 3 |
| MiniMax M2.5 | 0 | 3 | 1 | 0 | 4 |
Verbatim evidence the judge attached to positive labels.
“their native solution (AWS Secrets Manager, Azure Key Vault, or Google Cloud Secret Manager) may be simpler to adopt” MiniMax M2.5 · Secrets · scale prompt · alternative
“Best for Google Cloud users who want a simpler, cloud-native way to store and manage secrets with versioning” GPT-5.4 mini · Secrets · comparative prompt · alternative
“If you are Cloud-Native: Use the Native Cloud Service (AWS/Azure/GCP) to avoid third-party costs.” Qwen 3.7 Flash · Secrets · budget prompt · alternative
“| Google Cloud Secret Manager | GCP environments | Native Google Cloud integration |” MiniMax M2.5 · Secrets · comparative 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.
“Caution: Tight coupling to one cloud provider makes multi-cloud or migration strategies difficult” Kimi K2 · Secrets · negative prompt · soft negative
“they lack polished developer workflows, fail to provide a cohesive local development experience” Gemini 3.5 Flash · Secrets · direct prompt · soft negative
“their dashboards are notoriously clunky for developers” Gemini 3.5 Flash · Secrets · paraphrase 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 69 of the 95 answers that named Google Secret Manager and are not a share of its labels.
299 of the 299 domain citations in answers naming Google Secret Manager 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 Google Secret Manager'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 Secret Manager, 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.