# Secrets management for small business buyers: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "secrets management tool" and as "secrets vault for applications and infrastructure", six framings each, to fourteen models with search on, on behalf of a small B2B company. Page: https://www.gane.ai/index/it/identity/secrets-management/2026-11/smb

**Standing:** Doppler leads with 43% of first choices; verdict clear leader. 67 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Doppler](https://www.gane.ai/index/it/vendors/doppler/index.md) | 43% | 1% | 69 |
| 2 | [Infisical](https://www.gane.ai/index/it/vendors/infisical/index.md) | 27% | 0% | 63 |
| 3 | [AWS Secrets Manager](https://www.gane.ai/index/it/vendors/aws-secrets-manager/index.md) | 9% | 20% | 71 |
| 4 | [Google Secret Manager](https://www.gane.ai/index/it/vendors/google-secret-manager/index.md) | 6% | 18% | 45 |
| 5 | [Azure Key Vault](https://www.gane.ai/index/it/vendors/azure-key-vault/index.md) | 6% | 21% | 43 |
| 6 | [1Password](https://www.gane.ai/index/it/vendors/1password/index.md) | 4% | 9% | 47 |
| 7 | [Akeyless](https://www.gane.ai/index/it/vendors/akeyless/index.md) | 1% | 7% | 14 |
| 9 | [HashiCorp Vault](https://www.gane.ai/index/it/vendors/hashicorp-vault/index.md) | 1% | 74% | 78 |
| 10 | [Bitwarden Secrets Manager](https://www.gane.ai/index/it/vendors/bitwarden-secrets-manager/index.md) | 0% | 15% | 26 |
| 11 | [SOPS](https://www.gane.ai/index/it/vendors/sops/index.md) | 0% | 18% | 11 |
| 41 | [OpenBao](https://www.gane.ai/index/it/vendors/openbao/index.md) | 0% | 43% | 14 |

Rank is by share of first choices among all 58 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: 1Password, AWS Secrets Manager; alternatives Bitwarden Secrets Manager, HashiCorp Vault
- GPT-5.4 mini: AWS Secrets Manager, Azure Key Vault, Google Secret Manager; alternatives Doppler
- Gemini 3.5 Flash: Doppler; alternatives 1Password Developer Secrets, AWS Secrets Manager, Bitwarden Secrets Manager, Google Secret Manager
- Perplexity Sonar: Doppler; alternatives AWS Secrets Manager, Azure Key Vault, Bitwarden Secrets Manager, Infisical
- Grok 4.20: Doppler; alternatives 1Password, HashiCorp Vault, Infisical
- Mistral Small: Doppler; alternatives Bitwarden Secrets Manager, Infisical
- DeepSeek V4 Flash: Infisical; alternatives 1Password, AWS Secrets Manager, Azure Key Vault, Doppler
- Llama 4 Maverick: Doppler; alternatives 1Password Secrets Management, AWS Secrets Manager, Infisical
- Qwen 3.7 Flash: Doppler; alternatives AWS Secrets Manager, Azure Key Vault, Google Secret Manager, Infisical
- Kimi K2: Doppler; alternatives 1Password, Infisical
- GLM 4.7 FlashX: Doppler, Infisical; alternatives AWS Secrets Manager, HashiCorp Vault
- MiniMax M2.5: Doppler, Infisical; alternatives AWS Secrets Manager, HashiCorp Vault
- GPT-6 Luna: Doppler; alternatives 1Password, AWS Secrets Manager, Infisical
- Muse Glimmer 30B: Doppler; alternatives 1Password, AWS Secrets Manager, Infisical

## Sources the answers cite

66 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- g2.com: 30 answers, 35 citations
- securityboulevard.com: 29 answers, 40 citations
- infisical.com: 28 answers, 60 citations
- pulumi.com: 26 answers, 26 citations
- dupple.com: 20 answers, 20 citations
- gane.ai/index: 16 answers, 19 citations
- startwithidentity.com: 16 answers, 18 citations
- safeguard.sh: 15 answers, 18 citations

Pages named in the most answers:

- https://pulumi.com/blog/secrets-management-tools-guide (26 answers)
- https://g2.com/categories/secrets-management-tools/small-business (25 answers)
- https://dupple.com/learn/best-secrets-management-tools (20 answers)
- https://securityboulevard.com/2025/08/top-6-secrets-management-tools-you-need-in-2025 (18 answers)
- https://gane.ai/index/it/identity/secrets-management/smb (15 answers)
- https://startwithidentity.com/articles/top-8-secrets-management-tools.md (13 answers)
- https://spotsaas.com/blog/best-secrets-management-tools (12 answers)
- https://cheatsheetseries.owasp.org/cheatsheets/Secrets_Management_Cheat_Sheet.html (11 answers)
- https://railway.com/guides/best-secrets-management-2026 (11 answers)
- https://securityboulevard.com/2026/05/top-16-secrets-management-tools-and-platforms-for-2026-compared (10 answers)

## Warned against

- HashiCorp Vault: 58 of 78 labels negative. "Verdict: Avoid unless you already have a dedicated platform/security team and a clear use-case for dynamic secrets and granular policy control." (Muse Glimmer 30B, negative prompt)
- AWS Secrets Manager: 14 of 71 labels negative. "Avoid for small teams: ... cloud-vendor ones like AWS Secrets Manager (vendor lock-in" (Muse Glimmer 30B, negative prompt)
- Azure Key Vault: 9 of 43 labels negative. "Avoid cloud-provider-native tools, like AWS Secrets Manager, GCP Secret Manager, and Azure Key Vault" (Claude Haiku 4.5, negative prompt)
- Google Secret Manager: 8 of 45 labels negative. "Avoid cloud-provider-native tools, like AWS Secrets Manager, GCP Secret Manager, and Azure Key Vault, as your primary secrets store" (Claude Haiku 4.5, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Doppler at 43%.

- Bitwarden Secrets Manager: 12% to 0%, −12. Cleared the floor by 1 point · rank 3 → 10 of 58.
- Google Secret Manager: 0% to 6%, +6. Inside the floor by 5 points · rank 7 → 4 of 58.
- Azure Key Vault: 0% to 6%, +6. Inside the floor by 5 points · rank 8 → 5 of 58.
- 1Password: 9% to 4%, −5. Inside the floor by 6 points · rank 4 → 6 of 58.
- HashiCorp Vault: 6% to 1%, −5. Inside the floor by 6 points · rank 6 → 9 of 58.
- Doppler: 39% to 43%, +4. Inside the floor by 7 points · rank 1 of 58, unchanged.
- AWS Secrets Manager: 6% to 9%, +3. Inside the floor by 8 points · rank 5 → 3 of 58.
- Infisical: 28% to 27%, −1. Inside the floor by 10 points · rank 2 of 58, unchanged.
- Akeyless: 0% to 1%, +1. Inside the floor by 10 points · rank 10 → 7 of 58.
- SOPS: 0% to 0%, ±0. Inside the floor by 11 points · rank 9 → 11 of 58.
- OpenBao: 0% to 0%, ±0. Inside the floor by 11 points · rank 12 → 41 of 58.

## 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.