AutoBuilder Proof Lab

Benchmark methodology & leaderboards

Twelve 0–100 scores per demo rebuild. Sample data until verified pipeline runs publish real measurements.

Demo benchmark · Demo benchmark only. AutoBuilder is not affiliated with YC, a16z, or referenced companies. Benchmarks measure generated startup output quality, not real-world business performance.

Score categories

  • Build speed — How fast AutoBuilder generated the demo package.
  • Completeness — How many core startup assets were produced.
  • Product clarity — Clarity of user, problem, and solution.
  • MVP readiness — How close the output is to a shippable MVP scope.
  • UX quality — Landing flow, workspace UX, and onboarding clarity.
  • Business model — Monetization path and pricing logic.
  • Differentiation — How sharply the demo concept is positioned.
  • Execution plan — 7-day, 30-day, and launch roadmap usefulness.
  • Technical scope — Architecture, integrations, and data model definition.
  • Founder usefulness — Helpfulness to someone starting from scratch.
  • Trust & compliance — Claim safety and honest labeling.
  • AutoBuilder advantage — Speed, structure, scope, or launch-readiness vs manual planning.

Fastest demo builds (sample)

#Demo startupSourceResultReport
1MemberMintConsumer · B2C15 minView
2CreatorStackCreator economy17 minView
3ShipScope StudioDevtools · AI18 minView
4CarbonDeskClimate20 minView
5OpsLatticeEnterprise · B2B22 minView

Highest completeness (sample)

#Demo startupSourceResultReport
1OpsLatticeEnterprise · B2B91/100View
2AgentRailAI infrastructure90/100View
3PostureOneCybersecurity90/100View
4PolicyPilotFintech89/100View
5ShipScope StudioDevtools · AI88/100View

Best MVP readiness (sample)

#Demo startupSourceResultReport
1MemberMintConsumer · B2C86/100View
2ShipScope StudioDevtools · AI85/100View
3CreatorStackCreator economy85/100View
4AgentRailAI infrastructure84/100View
5OpsLatticeEnterprise · B2B83/100View

Highest AutoBuilder advantage (sample)

#Demo startupSourceResultReport
1AgentRailAI infrastructure88/100View
2ShipScope StudioDevtools · AI87/100View
3PostureOneCybersecurity87/100View
4MemberMintConsumer · B2C86/100View
5CreatorStackCreator economy86/100View

10 entries in sample index · add real runs via lib/proof-lab/sample-data.ts or pipeline JSON