Primary Recommendations
1
Total Mentions
23
Win Rate
4%
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
4% → 4%
Mention Volume
Weekly Activity
1 week of data
| Category | Recommended | Compared | Rejected | Total | Win Rate |
|---|---|---|---|---|---|
| 🔑 Secrets Management | 1 | 4 | - | 22 | 5% |
| 🔀 Cross-Category | - | - | - | 1 | 0% |
Constraints in prompts where this vendor was mentioned but a competitor was chosen
| Competitor | Wins Over You | Scenarios |
|---|---|---|
| Doppler | 6 | Centralized Secrets Replacing Scattered .env Files, Zero-Touch Secret Sync Across Dev/CI/Production, SOC 2 Secrets Management with Automated Rotation |
| 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 |
Prioritized by estimated impact on AI recommendation ranking • Based on 23 benchmark responses
Your win rate drops from 4% to 0% when "audit log" is required. This constraint appears in 6 benchmark prompts. doppler addresses it 3× in winning scenarios.
doppler beats you in 6 head-to-head scenarios. Their advantage: addressing github actions integration, access control, audit log.
Your win rate drops from 4% to 0% when "no self hosted" is required. This constraint appears in 6 benchmark prompts. doppler addresses it 3× in winning scenarios.
Your win rate drops from 4% to 0% when "github actions integration" is required. This constraint appears in 6 benchmark prompts. doppler addresses it 3× in winning scenarios.
Your win rate drops from 4% to 0% when "railway vercel integration" is required. This constraint appears in 6 benchmark prompts. doppler addresses it 3× in winning scenarios.
Your win rate drops from 4% to 0% when "access control" is required. This constraint appears in 6 benchmark prompts. doppler addresses it 3× in winning scenarios.
Your win rate drops from 4% to 0% when "soc2 type ii" is required. This constraint appears in 4 benchmark prompts. doppler addresses it 2× in winning scenarios.
Your win rate drops from 4% to 0% when "automated rotation 90d" is required. This constraint appears in 4 benchmark prompts. doppler addresses it 2× in winning scenarios.
Your win rate drops from 4% to 0% when "audit logging" is required. This constraint appears in 4 benchmark prompts. doppler addresses it 2× in winning scenarios.
Your win rate drops from 4% to 0% when "fine grained acl" is required. This constraint appears in 4 benchmark prompts. doppler addresses it 2× in winning scenarios.
Your win rate drops from 4% to 0% when "encryption at rest" is required. This constraint appears in 4 benchmark prompts. doppler addresses it 2× in winning scenarios.
You're mentioned in 22 secrets management scenarios but only win 1. Analyze the constraints in losing scenarios for targeted improvements.
hashicorp-vault beats you in 2 head-to-head scenarios. Their advantage: addressing github actions integration, access control, audit log.
aws-secrets-manager beats you in 2 head-to-head scenarios. Their advantage: addressing audit logging, encryption at rest.