Primary Recommendations
1
Total Mentions
16
Win Rate
6%
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
6% → 6%
Mention Volume
Weekly Activity
1 week of data
| Category | Recommended | Compared | Rejected | Total | Win Rate |
|---|---|---|---|---|---|
| 📖 Developer Portal | 1 | 1 | 1 | 12 | 8% |
| unknown | - | - | - | 4 | 0% |
Constraints in prompts where this vendor was mentioned but a competitor was chosen
| Competitor | Wins Over You | Scenarios |
|---|---|---|
| OpsLevel | 2 | Migrate from Backstage to Managed Portal |
| Cortex | 1 | Migrate from Backstage to Managed Portal |
| PagerDuty | 1 | Service Catalog for 50 Microservices |
is platform effort
Prioritized by estimated impact on AI recommendation ranking • Based on 16 benchmark responses
Your win rate drops from 6% to 0% when "migrate from backstage" is required. This constraint appears in 3 benchmark prompts. opslevel addresses it 2× in winning scenarios.
Your win rate drops from 6% to 0% when "managed saas" is required. This constraint appears in 3 benchmark prompts. opslevel addresses it 2× in winning scenarios.
Your win rate drops from 6% to 0% when "import existing catalog" is required. This constraint appears in 3 benchmark prompts. opslevel addresses it 2× in winning scenarios.
Your win rate drops from 6% to 0% when "scorecards" is required. This constraint appears in 3 benchmark prompts. opslevel addresses it 2× in winning scenarios.
Your win rate drops from 6% to 0% when "no dedicated platform team" is required. This constraint appears in 3 benchmark prompts. opslevel addresses it 2× in winning scenarios.
You're mentioned in 12 developer portal scenarios but only win 1. Analyze the constraints in losing scenarios for targeted improvements.
opslevel beats you in 2 head-to-head scenarios. Their advantage: addressing import existing catalog, scorecards.
cortex beats you in 1 head-to-head scenario. Their advantage: addressing import existing catalog, scorecards.
pagerduty beats you in 1 head-to-head scenario.