Primary Recommendations
7
Total Mentions
31
Win Rate
23%
Implementation Rate
100%
How well your documentation and SDK help AI assistants recommend and implement your tool
out of 100
How often AI writes code after recommending
How often selected as primary choice
% of prompt constraints addressed
Fewer gotchas = more AI-friendly
Consistency across assistants
Win Rate Trend
23% → 23%
Mention Volume
Weekly Activity
1 week of data
| Category | Recommended | Compared | Rejected | Total | Win Rate |
|---|---|---|---|---|---|
| 🔑 Secrets Management | 6 | 3 | - | 22 | 27% |
| 🔀 Cross-Category | 1 | - | - | 3 | 33% |
| unknown | - | - | - | 4 | 0% |
| 🗄 Database | - | - | - | 2 | 0% |
Constraints in prompts where this vendor was mentioned but a competitor was chosen
| Competitor | Wins Over You | Scenarios |
|---|---|---|
| HashiCorp Vault | 2 | Centralized Secrets Replacing Scattered .env Files |
| AWS Secrets Manager | 2 | SOC 2 Secrets Management with Automated Rotation |
| GitHub Actions | 1 | Centralized Secrets Replacing Scattered .env Files |
| Infisical | 1 | Zero-Touch Secret Sync Across Dev/CI/Production |
Server‑side evaluation with Node SDKs, SSR guidance for Next.js, and built‑in A/B testing. Free tier is enough early on. ([statsig.com](https://statsig.com/pricing?utm_source=openai)) At scale: Upgrade to Pro for higher event volumes or evaluate a self‑hosted/warehouse‑native model
Doppler Enterprise Wins for This Use Case
Doppler Enterprise Wins for This Use Case
Prioritized by estimated impact on AI recommendation ranking • Based on 31 benchmark responses
You're mentioned in 22 secrets management scenarios but only win 6. Analyze the constraints in losing scenarios for targeted improvements.
You're mentioned in 2 database scenarios but only win 0. Analyze the constraints in losing scenarios for targeted improvements.
hashicorp-vault beats you in 2 head-to-head scenarios.
aws-secrets-manager beats you in 2 head-to-head scenarios.
github-actions beats you in 1 head-to-head scenario.