Primary Recommendations
2
Total Mentions
29
Win Rate
7%
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
7% → 7%
Mention Volume
Weekly Activity
1 week of data
| Category | Recommended | Compared | Rejected | Total | Win Rate |
|---|---|---|---|---|---|
| 🔑 Secrets Management | 2 | 2 | - | 14 | 14% |
| 🔀 Cross-Category | - | - | - | 6 | 0% |
| unknown | - | - | - | 3 | 0% |
| 🔄 CI/CD | - | - | - | 2 | 0% |
| 🗄 Database | - | - | - | 2 | 0% |
| 📊 Observability | - | - | - | 2 | 0% |
Constraints in prompts where this vendor was mentioned but a competitor was chosen
| Competitor | Wins Over You | Scenarios |
|---|---|---|
| Doppler | 3 | Zero-Touch Secret Sync Across Dev/CI/Production, SOC 2 Secrets Management with Automated Rotation |
| Sentry | 1 | Zero-to-Enterprise-Ready in 2 Weeks |
| Infisical | 1 | Zero-Touch Secret Sync Across Dev/CI/Production |
| Betterstack | 1 | Zero-to-Enterprise-Ready in 2 Weeks |
Not the Others?
Not the Others?
Prioritized by estimated impact on AI recommendation ranking • Based on 29 benchmark responses
doppler beats you in 3 head-to-head scenarios. Their advantage: addressing vercel preview integration.
Your win rate drops from 7% to 0% when "managed hosted" is required. This constraint appears in 2 benchmark prompts. doppler addresses it 1× in winning scenarios.
Your win rate drops from 7% to 0% when "env hierarchy" is required. This constraint appears in 2 benchmark prompts. doppler addresses it 1× in winning scenarios.
Your win rate drops from 7% to 0% when "vercel preview integration" is required. This constraint appears in 2 benchmark prompts. doppler addresses it 1× in winning scenarios.
Your win rate drops from 7% to 0% when "zero manual ci" is required. This constraint appears in 2 benchmark prompts. doppler addresses it 1× in winning scenarios.
Your win rate drops from 7% to 0% when "2 week deadline" is required. This constraint appears in 2 benchmark prompts. sentry addresses it 1× in winning scenarios.
Your win rate drops from 7% to 0% when "enterprise questionnaire" is required. This constraint appears in 2 benchmark prompts. sentry addresses it 1× in winning scenarios.
Your win rate drops from 7% to 0% when "budget 100mo" is required. This constraint appears in 2 benchmark prompts. sentry addresses it 1× in winning scenarios.
Your win rate drops from 7% to 0% when "ecs fargate" is required. This constraint appears in 2 benchmark prompts. sentry addresses it 1× in winning scenarios.
Your win rate drops from 7% to 0% when "team of 4" is required. This constraint appears in 2 benchmark prompts. sentry addresses it 1× in winning scenarios.
You're mentioned in 2 database scenarios but only win 0. Analyze the constraints in losing scenarios for targeted improvements.
You're mentioned in 2 ci cd scenarios but only win 0. Analyze the constraints in losing scenarios for targeted improvements.
Only recommended on claude_code (2×). codex_cli and cursor are not recommending you — improve discoverability through documentation, npm package naming, and example code.
You have zero presence in agent dev, edge compute, error monitoring. These categories have active benchmark prompts where competitors are being selected.
sentry beats you in 1 head-to-head scenario.
infisical beats you in 1 head-to-head scenario. Their advantage: addressing vercel preview integration, zero manual ci.