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

Gane Index, October 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/2026-10/smb

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since. The current standing: https://www.gane.ai/index/it/identity/secrets-management/smb/index.md

**Standing:** Doppler leads with 39% of first choices; verdict contested. 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) | 39% | 3% | 67 |
| 2 | [Infisical](https://www.gane.ai/index/it/vendors/infisical/index.md) | 28% | 0% | 57 |
| 3 | [Bitwarden Secrets Manager](https://www.gane.ai/index/it/vendors/bitwarden-secrets-manager/index.md) | 12% | 10% | 39 |
| 4 | [1Password](https://www.gane.ai/index/it/vendors/1password/index.md) | 9% | 11% | 47 |
| 5 | [AWS Secrets Manager](https://www.gane.ai/index/it/vendors/aws-secrets-manager/index.md) | 6% | 27% | 56 |
| 6 | [HashiCorp Vault](https://www.gane.ai/index/it/vendors/hashicorp-vault/index.md) | 6% | 66% | 70 |
| 7 | [Google Secret Manager](https://www.gane.ai/index/it/vendors/google-secret-manager/index.md) | 0% | 16% | 31 |
| 8 | [Azure Key Vault](https://www.gane.ai/index/it/vendors/azure-key-vault/index.md) | 0% | 20% | 30 |
| 9 | [SOPS](https://www.gane.ai/index/it/vendors/sops/index.md) | 0% | 23% | 13 |
| 10 | [Akeyless](https://www.gane.ai/index/it/vendors/akeyless/index.md) | 0% | 18% | 11 |
| 12 | [OpenBao](https://www.gane.ai/index/it/vendors/openbao/index.md) | 0% | 36% | 11 |

Rank is by share of first choices among all 43 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, Bitwarden Secrets Manager; alternatives AWS Secrets Manager
- GPT-5.4 mini: AWS Secrets Manager; alternatives 1Password, Azure Key Vault, Doppler, Google Secret Manager
- Gemini 3.5 Flash: Doppler; alternatives AWS Secrets Manager, Google Secret Manager, Infisical
- Perplexity Sonar: Doppler; alternatives AWS Secrets Manager, Azure Key Vault, Bitwarden Secrets Manager, Google Secret Manager
- Grok 4.20: Infisical; alternatives 1Password, Bitwarden Secrets Manager, Doppler
- Mistral Small: 1Password, Bitwarden Secrets Manager, Doppler; alternatives Keeper Secrets Manager
- DeepSeek V4 Flash: Infisical; alternatives Doppler
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Doppler; alternatives AWS Secrets Manager, Bitwarden Secrets Manager, Google Secret Manager
- Kimi K2: Doppler; alternatives 1Password, Infisical
- GLM 4.7 FlashX: Infisical; alternatives 1Password, AWS Secrets Manager, Doppler
- MiniMax M2.5: Bitwarden Secrets Manager, HashiCorp Vault; alternatives AWS Secrets Manager, Azure Key Vault, Infisical
- GPT-6 Luna: Doppler; alternatives AWS Secrets Manager, Infisical
- Muse Glimmer 30B: Doppler; alternatives 1Password, Infisical

## Sources the answers cite

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

- infisical.com: 47 answers, 89 citations
- doppler.com: 36 answers, 49 citations
- dupple.com: 31 answers, 31 citations
- dev.to: 29 answers, 32 citations
- g2.com: 29 answers, 32 citations
- blog.gitguardian.com: 27 answers, 27 citations
- cybersecuritynews.com: 23 answers, 33 citations
- pulumi.com: 22 answers, 22 citations

Pages named in the most answers:

- https://dupple.com/learn/best-secrets-management-tools (31 answers)
- https://blog.gitguardian.com/top-secrets-management-tools (27 answers)
- https://dev.to/thedailyagent/top-6-secrets-management-tools-for-devs-in-2026-4ahe (25 answers)
- https://doppler.com/blog/secrets-management-tools-2025 (24 answers)
- https://pulumi.com/blog/secrets-management-tools-guide (22 answers)
- https://blog.railway.com/p/best-secrets-management-2026 (19 answers)
- https://infisical.com/blog/best-secret-management-tools (19 answers)
- https://infisical.com/blog/secrets-manager-pricing (17 answers)
- https://workos.com/blog/secrets-management-tools-compared (17 answers)
- https://g2.com/categories/secrets-management-tools/small-business (16 answers)

## Warned against

- HashiCorp Vault: 46 of 70 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." (GLM 4.7 FlashX, negative prompt)
- AWS Secrets Manager: 15 of 56 labels negative. "Avoid for small teams: ... cloud-vendor ones like AWS Secrets Manager (vendor lock-in" (Grok 4.20, direct prompt)
- CyberArk Conjur: 7 of 9 labels negative. "*Verdict:* Avoid unless you're a regulated enterprise that already has a PAM strategy and dedicated security staff." (GLM 4.7 FlashX, negative prompt)
- Azure Key Vault: 6 of 30 labels negative. "Why to be cautious: If your small business uses a multi-cloud or SaaS-heavy approach... cloud-native managers become highly complex" (Gemini 3.5 Flash, negative prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Doppler at 34%.

- Doppler: 46% to 34%, −12. Cleared the floor by 1 point · rank 1 of 41, unchanged.
- Bitwarden Secrets Manager: 7% to 12%, +5. Inside the floor by 6 points · rank 4 → 3 of 41.
- Infisical: 25% to 29%, +4. Inside the floor by 7 points · rank 2 of 41, unchanged.
- AWS Secrets Manager: 4% to 7%, +3. Inside the floor by 8 points · rank 6 → 5 of 41.
- HashiCorp Vault: 5% to 7%, +2. Inside the floor by 9 points · rank 5 → 6 of 41.
- Azure Key Vault: 2% to 0%, −2. Inside the floor by 9 points · rank 7 → 8 of 41.
- 1Password: 9% to 10%, +1. Inside the floor by 10 points · rank 3 → 4 of 41.
- Google Secret Manager: 0% to 0%, ±0. Inside the floor by 11 points · rank 9 → 7 of 41.
- SOPS: 0% to 0%, ±0. Inside the floor by 11 points · rank 11 → 9 of 41.
- Akeyless: 0% to 0%, ±0. Inside the floor by 11 points · rank 10 of 41, unchanged.
- OpenBao: 0% to 0%, ±0. Inside the floor by 11 points · rank 12 → 13 of 41.

## Record

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