Analysis of benchmark prompts: competitiveness, vendor dominance, constraint demand, and implementation rates
Total Prompts
42
Total Responses
433
Contested
42
No vendor >50%
Dominated
0
One vendor = 100%
Avg Implementation
36%
No single vendor wins more than 50% — highest competitive intensity
Which technical constraints appear most frequently in prompts, and how often AI addresses them
| Constraint | Prompts | Responses | Coverage | Top Vendor | |
|---|---|---|---|---|---|
| serverless compatible | 3 | 32 | 75% | Neon (4) | |
| ab testing | 3 | 30 | 0% | — | |
| pii redaction | 3 | 30 | 30% | Braintrust (2) | |
| free tier | 3 | 30 | 67% | Sentry (3) | |
| eu data residency | 2 | 22 | 73% | Neon (4) | |
| staging prod separation | 2 | 21 | 0% | — | |
| multi tenant rls | 2 | 22 | 0% | — | |
| audit logs | 2 | 22 | 55% | Supabase (1) | |
| encryption at rest | 2 | 21 | 71% | Turso (2) | |
| soc2 | 2 | 21 | 62% | Braintrust (2) | |
| access control | 2 | 20 | 50% | Doppler (3) | |
| prompt versioning | 2 | 20 | 15% | Braintrust (1) | |
| multi model | 2 | 20 | 0% | — | |
| ecs fargate | 2 | 24 | 8% | — | |
| no langchain | 2 | 20 | 10% | Langfuse (1) | |
| pgvector required | 1 | 11 | 64% | Neon (4) | |
| pitr backups | 1 | 11 | 64% | Neon (4) | |
| branch per pr | 1 | 10 | 30% | Neon (2) | |
| real postgres | 1 | 10 | 30% | Neon (1) | |
| pitr | 1 | 10 | 60% | Neon (1) | |
| realtime websockets | 1 | 11 | 0% | — | |
| us data residency | 1 | 11 | 18% | — | |
| sql data model | 1 | 11 | 0% | — | |
| edge compatible | 1 | 11 | 82% | Upstash (4) | |
| no pii in cache | 1 | 11 | 0% | — | |
| predictable cost | 1 | 11 | 18% | Upstash (1) | |
| redis api compat | 1 | 11 | 0% | — | |
| offline first | 1 | 11 | 0% | — | |
| embedded sql | 1 | 11 | 9% | — | |
| conflict resolution | 1 | 11 | 82% | Turso (2) | |
| hipaa adjacent | 1 | 11 | 0% | — | |
| edge compute | 1 | 11 | 64% | Turso (2) | |
| escape hatch | 1 | 11 | 82% | Supabase (1) | |
| python flask | 1 | 10 | 0% | — | |
| http api tools | 1 | 10 | 0% | — | |
| conversation memory | 1 | 10 | 30% | — | |
| loop detection | 1 | 10 | 20% | — | |
| human handoff | 1 | 10 | 40% | — | |
| 200 concurrent | 1 | 10 | 10% | — | |
| ci eval gate | 1 | 10 | 0% | — | |
| different eval model | 1 | 10 | 0% | — | |
| pii in test data | 1 | 10 | 0% | — | |
| budget 5 per run | 1 | 10 | 0% | — | |
| regression detection | 1 | 10 | 10% | LangSmith (1) | |
| incremental ingestion | 1 | 10 | 0% | — | |
| hybrid retrieval | 1 | 10 | 20% | — | |
| semantic chunking | 1 | 10 | 40% | — | |
| citations | 1 | 10 | 20% | — | |
| python fastapi | 1 | 10 | 0% | — | |
| instant rollback | 1 | 10 | 10% | — | |
| staging prod promotion | 1 | 10 | 0% | — | |
| nodejs typescript | 1 | 10 | 0% | — | |
| feedback loops | 1 | 10 | 20% | — | |
| parallel execution | 1 | 10 | 40% | — | |
| sub 20s pipeline | 1 | 10 | 0% | — | |
| state inspection | 1 | 10 | 20% | — | |
| sub 100ms latency | 1 | 10 | 0% | — | |
| on premise data | 1 | 10 | 0% | — | |
| multi language | 1 | 10 | 0% | — | |
| middleware pattern | 1 | 10 | 0% | — | |
| github actions only | 1 | 10 | 0% | — | |
| monorepo | 1 | 10 | 80% | — | |
| affected package detection | 1 | 10 | 0% | — | |
| docker ecr | 1 | 10 | 0% | — | |
| secure secrets | 1 | 10 | 0% | — | |
| vercel deploys | 1 | 10 | 0% | — | |
| github actions free tier | 1 | 10 | 20% | — | |
| e2e against preview | 1 | 10 | 0% | — | |
| slack notifications | 1 | 10 | 20% | — | |
| block merge | 1 | 10 | 20% | — | |
| local ci parity | 1 | 10 | 0% | — | |
| containerized steps | 1 | 10 | 20% | — | |
| multi arch | 1 | 10 | 0% | — | |
| postgres integration tests | 1 | 10 | 0% | — | |
| github actions runner | 1 | 10 | 0% | — | |
| soc2 ready | 1 | 14 | 0% | — | |
| budget 200mo | 1 | 14 | 0% | — | |
| solo founder | 1 | 14 | 7% | Doppler (1) | |
| saml enterprise | 1 | 14 | 0% | — | |
| low maintenance | 1 | 14 | 0% | — | |
| 2 week deadline | 1 | 14 | 0% | — | |
| enterprise questionnaire | 1 | 14 | 0% | — | |
| budget 100mo | 1 | 14 | 0% | — | |
| team of 4 | 1 | 14 | 0% | — | |
| github integration | 1 | 10 | 40% | Backstage (1) | |
| pagerduty integration | 1 | 10 | 40% | Backstage (1) | |
| incremental adoption | 1 | 10 | 40% | Backstage (1) | |
| self serve | 1 | 10 | 0% | — | |
| kubernetes ok | 1 | 10 | 0% | — | |
| migrate from backstage | 1 | 10 | 0% | — | |
| managed saas | 1 | 10 | 30% | — | |
| import existing catalog | 1 | 10 | 40% | OpsLevel (2) | |
| scorecards | 1 | 10 | 60% | OpsLevel (2) | |
| no dedicated platform team | 1 | 10 | 10% | — | |
| sub 10ms cold start | 1 | 10 | 0% | — | |
| kv store | 1 | 10 | 20% | Vercel Edge Functions (2) | |
| vercel integration | 1 | 10 | 10% | Vercel Edge Functions (1) | |
| typescript | 1 | 10 | 20% | Vercel Edge Functions (2) | |
| edge monitoring | 1 | 10 | 0% | — | |
| global kv store | 1 | 10 | 10% | Cloudflare Workers (1) | |
| sub 50ms cold start | 1 | 10 | 0% | — | |
| custom cache keys | 1 | 10 | 10% | Cloudflare Workers (1) | |
| programmatic purge | 1 | 10 | 20% | Cloudflare Workers (1) | |
| free tier 5m req | 1 | 10 | 0% | — | |
| full nodejs runtime | 1 | 10 | 0% | — | |
| multi region 3 | 1 | 10 | 0% | — | |
| single deploy | 1 | 10 | 30% | Fly.io (3) | |
| postgres multi region | 1 | 10 | 0% | — | |
| budget conscious | 1 | 10 | 0% | — | |
| nextjs app router | 1 | 10 | 0% | — | |
| source maps | 1 | 10 | 80% | Sentry (4) | |
| session replay | 1 | 10 | 80% | Sentry (4) | |
| slack pagerduty alerts | 1 | 10 | 0% | — | |
| budget 30mo | 1 | 10 | 0% | — | |
| source maps reliability | 1 | 10 | 0% | — | |
| error grouping | 1 | 10 | 20% | — | |
| session replay sampling | 1 | 10 | 0% | — | |
| smart alerting | 1 | 10 | 20% | — | |
| web vitals | 1 | 10 | 60% | — | |
| lightweight sdk | 1 | 10 | 10% | Sentry (1) | |
| automated release tracking | 1 | 10 | 0% | — | |
| express middleware | 1 | 10 | 40% | — | |
| server side evaluation | 1 | 10 | 0% | — | |
| no flicker | 1 | 10 | 20% | — | |
| fast evaluation 10ms | 1 | 10 | 0% | — | |
| edge middleware | 1 | 10 | 60% | — | |
| no client sdk | 1 | 10 | 40% | LaunchDarkly (2) | |
| edge sub 10ms | 1 | 10 | 0% | — | |
| segment amplitude integration | 1 | 10 | 0% | — | |
| cost sensitive | 1 | 10 | 0% | — | |
| zero budget | 1 | 10 | 30% | Flagsmith (2) | |
| free tier required | 1 | 10 | 0% | — | |
| simple sdk | 1 | 10 | 40% | Flagsmith (2) | |
| self hosted ok | 1 | 10 | 0% | — | |
| dashboard required | 1 | 10 | 0% | — | |
| slack native workflow | 1 | 10 | 0% | — | |
| datadog sentry integration | 1 | 10 | 0% | — | |
| escalation policy | 1 | 10 | 40% | incident.io (4) | |
| status page | 1 | 10 | 40% | incident.io (4) | |
| budget 500mo | 1 | 10 | 0% | — | |
| keep pagerduty | 1 | 10 | 0% | — | |
| slack native | 1 | 10 | 0% | — | |
| jira action items | 1 | 10 | 10% | — | |
| incident metrics | 1 | 10 | 20% | — | |
| stakeholder dashboard | 1 | 10 | 20% | — | |
| quality evaluation | 1 | 10 | 40% | Langfuse (1) | |
| conversation threading | 1 | 10 | 10% | Braintrust (1) | |
| cost tracking | 1 | 10 | 40% | Langfuse (1) | |
| langchain native | 1 | 10 | 0% | — | |
| retrieval quality metrics | 1 | 10 | 10% | — | |
| ci eval suite | 1 | 10 | 20% | Braintrust (1) | |
| user feedback loop | 1 | 10 | 10% | Braintrust (1) | |
| non engineer dashboard | 1 | 10 | 0% | — | |
| managed platform | 1 | 10 | 0% | — | |
| aws compatible | 1 | 10 | 0% | — | |
| slack alerting | 1 | 10 | 40% | — | |
| small team | 1 | 10 | 20% | — | |
| auto instrumentation | 1 | 10 | 0% | — | |
| small bundle size | 1 | 10 | 20% | — | |
| sentry integration | 1 | 10 | 20% | Sentry (2) | |
| otlp grpc export | 1 | 10 | 20% | — | |
| pii scrubbing | 1 | 10 | 60% | Grafana (1) | |
| free tier 5m spans | 1 | 10 | 0% | — | |
| slo monitoring | 1 | 10 | 60% | — | |
| vendor neutral | 1 | 10 | 0% | — | |
| no self hosted | 1 | 10 | 0% | — | |
| github actions integration | 1 | 10 | 80% | Doppler (3) | |
| railway vercel integration | 1 | 10 | 0% | — | |
| audit log | 1 | 10 | 80% | Doppler (3) | |
| managed hosted | 1 | 10 | 0% | — | |
| env hierarchy | 1 | 10 | 20% | — | |
| vercel preview integration | 1 | 10 | 40% | Doppler (1) | |
| zero manual ci | 1 | 10 | 30% | Infisical (1) | |
| soc2 type ii | 1 | 10 | 0% | — | |
| automated rotation 90d | 1 | 10 | 0% | — | |
| audit logging | 1 | 10 | 60% | Doppler (2) | |
| fine grained acl | 1 | 10 | 0% | — | |
| github actions ci | 1 | 10 | 0% | — | |
| monorepo pnpm | 1 | 10 | 10% | GitHub Advanced Security (1) | |
| pr blocking | 1 | 10 | 40% | GitHub Advanced Security (4) | |
| auto fix prs | 1 | 10 | 0% | — | |
| customer security questionnaire | 1 | 10 | 20% | GitHub Advanced Security (2) | |
| aws ecr integration | 1 | 10 | 0% | — | |
| severity prioritization | 1 | 10 | 0% | — | |
| auto merge patches | 1 | 10 | 0% | — | |
| secret detection | 1 | 10 | 20% | — | |
| reduce pr noise | 1 | 10 | 10% | — | |
| typescript aware | 1 | 10 | 0% | — | |
| custom rules | 1 | 10 | 40% | — | |
| baseline mode | 1 | 10 | 0% | — | |
| fast scan 2min | 1 | 10 | 0% | — | |
| vscode integration | 1 | 10 | 0% | — | |
| triage workflow | 1 | 10 | 40% | — |
Complete prompt leaderboard sorted by response count