# GCP Workload Identity: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/it/vendors/gcp-workload-identity

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Non-human identity management](https://www.gane.ai/index/it/identity/non-human-identity-management/index.md) | 0% | 55 | 0% | 1 |

## What the models said for it

- "GCP Workload Identity – for free, and supplement with an open-source secret store." (Muse Glimmer 30B, NHI management)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named GCP Workload Identity, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- aws.amazon.com: 1
- cybersectools.com: 1
- developer.hashicorp.com: 1
- doppler.com: 1
- duo.com: 1
- expertinsights.com: 1
- flare.directory: 1
- g2.com: 1
- gane.ai/index: 1
- github.com: 1

### Pages cited

- https://aws.amazon.com/marketplace/pp/prodview-nijgxevcf3qyo: 1
- https://cybersectools.com/compare/aembit-iam-to-secure-ai-agents-and-workloads-vs-aws-assume-role-helper: 1
- https://developer.hashicorp.com/vault/docs/auth/spiffe: 1
- https://developer.hashicorp.com/vault/docs/secrets/spiffe: 1
- https://doppler.com/: 1
- https://doppler.com/blog/top-nhi-platforms-2025-secrets-machine-identity: 1
- https://doppler.com/pricing: 1
- https://duo.com/learn/what-is-non-human-identity: 1

## 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.