# Google Secret Manager: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 47 judge labels across 4 categories by 14 of 14 models. Page: https://www.gane.ai/index/it/vendors/google-secret-manager

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Secrets management](https://www.gane.ai/index/it/identity/secrets-management/index.md) | 2% | 7 | 14% | 43 |
| [Non-human identity management](https://www.gane.ai/index/it/identity/non-human-identity-management/index.md) | 0% | 117 | 50% | 2 |
| [Feature flags](https://www.gane.ai/index/it/developer/feature-flags/index.md) | 0% | 38 | 100% | 1 |
| [SaaS security posture management](https://www.gane.ai/index/it/security/saas-security-posture-management/index.md) | 0% | 93 | 100% | 1 |

## What the models said for it

- "Best overall for low budget + simplicity: Google Cloud Secret Manager on GCP" (GPT-5.4 mini, Secrets)
- "Google Secret Manager — cheapest cloud-native storage: Particularly inexpensive for GCP users" (Perplexity Sonar, Secrets)
- "Best for Google Cloud users who want a simpler managed secrets store with strong IAM control" (GPT-5.4 mini, Secrets)
- "Best single-cloud value: AWS Secrets Manager / Azure Key Vault / Google Secret Manager" (Muse Glimmer 30B, Secrets)

## And against it

- "sensible for single-cloud deployments, but using each as a separate source of truth can create fragmentation and inconsistent policy across clouds" (Perplexity Sonar, Secrets)
- "reasonable options in their respective environments—but they still need least-privilege access, monitoring, and lifecycle management" (GPT-6 Luna, Secrets)
- "Relying *exclusively* on single-cloud key vaults without an overarching governance layer creates massive visibility gaps" (Gemini 3.5 Flash, NHI management)
- "Good if you're mostly single-cloud, but often insufficient alone for multi-cloud, rotation, and developer experience." (Grok 4.20, Secrets)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 4 | 0 | 4 |
| GPT-5.4 mini | 1 | 1 | 1 | 0 | 3 |
| Gemini 3.5 Flash | 0 | 5 | 0 | 3 | 8 |
| Perplexity Sonar | 0 | 2 | 0 | 1 | 3 |
| Grok 4.20 | 0 | 2 | 2 | 2 | 6 |
| Mistral Small | 0 | 1 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 1 | 2 | 0 | 3 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 0 | 2 | 1 | 3 |
| Kimi K2 | 0 | 1 | 0 | 1 | 2 |
| GLM 4.7 FlashX | 0 | 4 | 1 | 0 | 5 |
| MiniMax M2.5 | 0 | 2 | 0 | 0 | 2 |
| GPT-6 Luna | 0 | 2 | 0 | 1 | 3 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Google Secret Manager, from 115 of the 146 answers that named it (only the models that return a source list).

### Domains cited

- securityboulevard.com: 58
- akeyless.io: 56
- infisical.com: 44
- startwithidentity.com: 41
- g2.com: 32
- cheatsheetseries.owasp.org: 24
- safeguard.sh: 23
- github.com: 20
- gane.ai/index: 19
- cybersecuritynews.com: 16

### Pages cited

- https://akeyless.io/blog/the-essential-guide-to-secrets-management: 29
- https://securityboulevard.com/2026/05/top-16-secrets-management-tools-and-platforms-for-2026-compared: 29
- https://cheatsheetseries.owasp.org/cheatsheets/Secrets_Management_Cheat_Sheet.html: 24
- https://startwithidentity.com/articles/top-8-secrets-management-tools.md: 24
- https://securityboulevard.com/2024/02/top-secrets-management-tools-for-2024: 19
- https://securityboulevard.com/2025/08/top-6-secrets-management-tools-you-need-in-2025: 19
- https://cycode.com/blog/best-secrets-management-tools: 16
- https://pulumi.com/blog/secrets-management-tools-guide: 15

## In its own words

What Google Secret Manager's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Free plan or trial: $300 in free credit (https://cloud.google.com/)

## What it publishes

Every page cloud.google.com exposes, read 2026-09-29: 79 addresses. By kind, pages and the last 90 days:

- blog: 37 pages, 14 in the last 90 days, latest 2026-09-28
- case study: 19 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 1 pages, 0 in the last 90 days, latest undated
- conference or event: 4 pages, 0 in the last 90 days, latest undated
- report or ebook: 2 pages, 0 in the last 90 days, latest undated
- template or tool: 1 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 2 pages, 0 in the last 90 days, latest undated
- news or press: 1 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-28 blog: Storage optimized z4d vm and bare metal instances https://cloud.google.com/blog/products/compute/storage-optimized-z4d-vm-and-bare-metal-instances
- Recent: 2026-09-28 blog: Accelerate geospatial coding with ai in google earth engine https://cloud.google.com/blog/products/data-analytics/accelerate-geospatial-coding-with-ai-in-google-earth-engine
- Recent: 2026-09-25 blog: Storage intelligence advisor and batch operations updates https://cloud.google.com/blog/products/storage-data-transfer/storage-intelligence-advisor-and-batch-operations-updates
- Recent: 2026-09-25 blog: Memorystore for valkey 9 1 3x qps caching https://cloud.google.com/blog/products/databases/memorystore-for-valkey-9-1-3x-qps-caching
- Recent: 2026-09-25 blog: 2026 gartner magic quadrant for container management https://cloud.google.com/blog/products/containers-kubernetes/2026-gartner-magic-quadrant-for-container-management
- Recent: 2026-09-24 blog: Gemini 3 8 live with live avatar is now generally available https://cloud.google.com/blog/products/ai-machine-learning/gemini-3-8-live-with-live-avatar-is-now-generally-available

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.