Primary Recommendations
2
Total Mentions
17
Win Rate
12%
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
12% → 12%
Mention Volume
Weekly Activity
1 week of data
| Category | Recommended | Compared | Rejected | Total | Win Rate |
|---|---|---|---|---|---|
| 🚩 Feature Flags | 1 | 2 | 1 | 14 | 7% |
| unknown | 1 | - | - | 1 | 100% |
| 🔀 Cross-Category | - | - | - | 2 | 0% |
Constraints in prompts where this vendor was mentioned but a competitor was chosen
| Competitor | Wins Over You | Scenarios |
|---|---|---|
| LaunchDarkly | 2 | Migrate from LaunchDarkly to Server-Side Evaluation |
| Doppler | 1 | Full Backend Stack for B2B SaaS (Solo Founder) |
we aim to solve problems that span the product development lifecycle
Prioritized by estimated impact on AI recommendation ranking • Based on 17 benchmark responses
Your win rate drops from 12% to 33% when "no client sdk" is required. This constraint appears in 3 benchmark prompts. launchdarkly addresses it 2× in winning scenarios.
Your win rate drops from 12% to 33% when "edge sub 10ms" is required. This constraint appears in 3 benchmark prompts. launchdarkly addresses it 2× in winning scenarios.
Your win rate drops from 12% to 33% when "ab testing" is required. This constraint appears in 3 benchmark prompts. launchdarkly addresses it 2× in winning scenarios.
Your win rate drops from 12% to 33% when "segment amplitude integration" is required. This constraint appears in 3 benchmark prompts. launchdarkly addresses it 2× in winning scenarios.
Your win rate drops from 12% to 33% when "cost sensitive" is required. This constraint appears in 3 benchmark prompts. launchdarkly addresses it 2× in winning scenarios.
You're mentioned in 14 feature flags scenarios but only win 1. Analyze the constraints in losing scenarios for targeted improvements.
launchdarkly beats you in 2 head-to-head scenarios.
You're mentioned in 2 cross-category scenarios but only win 0. Analyze the constraints in losing scenarios for targeted improvements.
doppler beats you in 1 head-to-head scenario. Their advantage: addressing solo founder.