Primary Recommendations
14
Total Mentions
54
Win Rate
26%
Implementation Rate
79%
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 |
|---|---|---|---|---|---|
| 🐛 Error Monitoring | 7 | 1 | - | 24 | 29% |
| 📊 Observability | 3 | - | - | 8 | 38% |
| unknown | 3 | - | - | 8 | 38% |
| 🔀 Cross-Category | 1 | 1 | - | 10 | 10% |
| 🚨 Incident Management | - | - | - | 4 | 0% |
Constraints in prompts where this vendor was mentioned but a competitor was chosen
| Competitor | Wins Over You | Scenarios |
|---|---|---|
| incident.io | 4 | On-Call Rotation and Incident Lifecycle Setup |
| Doppler | 1 | Full Backend Stack for B2B SaaS (Solo Founder) |
| Betterstack | 1 | Zero-to-Enterprise-Ready in 2 Weeks |
where Turbopack behavior differs.
(Next.js 14 limitation) // Remove this once you upgrade to Next.js ≥ 15.4.1 unstable_sentryWebpackPluginOptions: { telemetry: false, }, }); ```
(Next.js 14 limitation) // Remove this once you upgrade to Next.js ≥ 15.4.1 unstable_sentryWebpackPluginOptions: { telemetry: false, }, }); ```
where Turbopack behavior differs.
Highlight.io wins for your use case:**
Highlight.io wins for your use case:**
**Sentry** because:
vs. the alternatives:
this stack:**
vs. the alternatives:
**Sentry** because:
this stack:**
Prioritized by estimated impact on AI recommendation ranking • Based on 54 benchmark responses
Your win rate drops from 26% to 0% when "slack native workflow" is required. This constraint appears in 4 benchmark prompts. incident-io addresses it 4× in winning scenarios.
Your win rate drops from 26% to 0% when "datadog sentry integration" is required. This constraint appears in 4 benchmark prompts. incident-io addresses it 4× in winning scenarios.
Your win rate drops from 26% to 0% when "escalation policy" is required. This constraint appears in 4 benchmark prompts. incident-io addresses it 4× in winning scenarios.
Your win rate drops from 26% to 0% when "status page" is required. This constraint appears in 4 benchmark prompts. incident-io addresses it 4× in winning scenarios.
Your win rate drops from 26% to 0% when "budget 500mo" is required. This constraint appears in 4 benchmark prompts. incident-io addresses it 4× in winning scenarios.
You're mentioned in 24 error monitoring scenarios but only win 7. Analyze the constraints in losing scenarios for targeted improvements.
incident-io beats you in 4 head-to-head scenarios. Their advantage: addressing escalation policy, status page.
You're mentioned in 4 incident management scenarios but only win 0. Analyze the constraints in losing scenarios for targeted improvements.
AI assistants warn about "where turbopack behavior" (2×) and 1 other theme. These warnings may influence developers away from your tool.
doppler beats you in 1 head-to-head scenario. Their advantage: addressing solo founder.
betterstack beats you in 1 head-to-head scenario.