Primary Recommendations
0
Total Mentions
12
Win Rate
0%
Implementation Rate
0%
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
0% → 0%
Mention Volume
Weekly Activity
1 week of data
| Category | Recommended | Compared | Rejected | Total | Win Rate |
|---|---|---|---|---|---|
| 🔀 Cross-Category | - | 1 | - | 4 | 0% |
| 📊 Observability | - | 3 | - | 8 | 0% |
Constraints in prompts where this vendor was mentioned but a competitor was chosen
| Competitor | Wins Over You | Scenarios |
|---|---|---|
| Grafana | 1 | Managed OTel Backend Replacing Self-Hosted Jaeger |
| Honeycomb | 1 | Managed OTel Backend Replacing Self-Hosted Jaeger |
| Doppler | 1 | Full Backend Stack for B2B SaaS (Solo Founder) |
Prioritized by estimated impact on AI recommendation ranking • Based on 12 benchmark responses
Your win rate drops from 0% to 0% when "otlp grpc export" is required. This constraint appears in 2 benchmark prompts. grafana addresses it 1× in winning scenarios.
Your win rate drops from 0% to 0% when "pii scrubbing" is required. This constraint appears in 2 benchmark prompts. grafana addresses it 1× in winning scenarios.
Your win rate drops from 0% to 0% when "free tier 5m spans" is required. This constraint appears in 2 benchmark prompts. grafana addresses it 1× in winning scenarios.
Your win rate drops from 0% to 0% when "slo monitoring" is required. This constraint appears in 2 benchmark prompts. grafana addresses it 1× in winning scenarios.
Your win rate drops from 0% to 0% when "vendor neutral" is required. This constraint appears in 2 benchmark prompts. grafana addresses it 1× in winning scenarios.
You're mentioned in 8 observability scenarios but only win 0. Analyze the constraints in losing scenarios for targeted improvements.
You're mentioned in 4 cross-category scenarios but only win 0. Analyze the constraints in losing scenarios for targeted improvements.
grafana beats you in 1 head-to-head scenario. Their advantage: addressing pii scrubbing.
honeycomb beats you in 1 head-to-head scenario. Their advantage: addressing pii scrubbing.
doppler beats you in 1 head-to-head scenario. Their advantage: addressing solo founder.