Primary Recommendations
8
Total Mentions
31
Win Rate
26%
Implementation Rate
75%
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
26% → 26%
Mention Volume
Weekly Activity
1 week of data
| Category | Recommended | Compared | Rejected | Total | Win Rate |
|---|---|---|---|---|---|
| 🗄 Database | 6 | 3 | 1 | 21 | 29% |
| unknown | 2 | - | - | 6 | 33% |
| 🔀 Cross-Category | - | 1 | - | 4 | 0% |
Constraints in prompts where this vendor was mentioned but a competitor was chosen
| Competitor | Wins Over You | Scenarios |
|---|---|---|
| Turso | 2 | Offline-First Embedded Database with Sync |
| Doppler | 1 | Full Backend Stack for B2B SaaS (Solo Founder) |
Neon wins:**
Neon wins:**
**Neon** - a serverless Postgres database that excels in all these areas:
**Neon** - a serverless Postgres database that excels in all these areas:
Prioritized by estimated impact on AI recommendation ranking • Based on 31 benchmark responses
You're mentioned in 21 database scenarios but only win 6. 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.
Your win rate drops from 26% to 0% when "offline first" is required. This constraint appears in 2 benchmark prompts. turso addresses it 2× in winning scenarios.
Your win rate drops from 26% to 0% when "embedded sql" is required. This constraint appears in 2 benchmark prompts. turso addresses it 2× in winning scenarios.
Your win rate drops from 26% to 0% when "conflict resolution" is required. This constraint appears in 2 benchmark prompts. turso addresses it 2× in winning scenarios.
Your win rate drops from 26% to 0% when "encryption at rest" is required. This constraint appears in 2 benchmark prompts. turso addresses it 2× in winning scenarios.
Your win rate drops from 26% to 0% when "hipaa adjacent" is required. This constraint appears in 2 benchmark prompts. turso addresses it 2× in winning scenarios.
Your win rate drops from 26% to 0% when "edge compute" is required. This constraint appears in 2 benchmark prompts. turso addresses it 2× in winning scenarios.
turso beats you in 2 head-to-head scenarios. Their advantage: addressing conflict resolution, encryption at rest, edge compute.
doppler beats you in 1 head-to-head scenario. Their advantage: addressing solo founder.