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.

v3.9 Proof, Traction + Outcome Intelligence OS

Venture proof + traction OS — separate benchmarks (below) from live venture evidence tracking.

NO FAKE TRACTIONDo not imply fake users, customers, contracts, partners, or testimonials.AI-GENERATEDGenerated plan or assumption — not real-world proof or verified traction.
Open Proof Intelligence →

v1.6 Proof, Recovery + Trust Engine

Proof, Recovery + Trust

See what AutoBuilder generated, what worked, what failed, what recovered, and what is actually verified.

PRIVATE BY DEFAULTDEMO EXAMPLES LABELEDVERIFIED ONLY WITH EVIDENCEAPPROVAL REQUIRED FOR PUBLIC PROOFRECOVERY FIRST
PRIVATE BY DEFAULTStartup data stays in your workspace unless you opt in to sharing.NOT VERIFIEDNo evidence submitted yet — do not treat as proven.DEMOInteractive simulation or sample output — not a live deployment.PUBLIC APPROVAL REQUIREDMust be approved before use in public Proof Lab or marketing.

DEMO PROOF LAB · Construction / ContractorOps Mode

Proof cases

5

Verified items

0

Demo examples

1

Failed builds

1

Recovered

1

Quarantined

0

Approval required

1

Next trust action: Review latest build run and QA scorecard

Demo Proof Lab — illustrative build runs, failures, and recoveries. VERIFIED only with your evidence. Public proof requires approval. Credit recovery is not automatic.

1

Internal proof cases

  • Construction / ContractorOps Mode

    NOT VERIFIEDNo evidence submitted yet — do not treat as proven.

    SaaS scheduling tool for contractors

    Genesis Pack from intake — founder review required

    Evidence: Local demo session — NOT VERIFIED

  • Zero Capital Mode

    DRAFTFounder workspace output until you approve or publish.

    I want to start a business but I have no money.

    No-capital validation sprint, free tools list, first customer test script.

    Evidence: Demo flow output — not verified customer outcome

  • AI Builder Mode

    DRAFTFounder workspace output until you approve or publish.

    Build an AI receptionist for small businesses.

    Intake bot spec, FAQ, handoff rules, MVP routes.

    Evidence: Demo flow output — not verified customer outcome

  • Data Center Mode

    DRAFTFounder workspace output until you approve or publish.

    Map a data center feasibility concept for AI training.

    Power, cooling, phasing, vendor map — planning documents only.

    Evidence: Demo flow output — not verified customer outcome

2

Public proof cases

Demo example: structured output from one sentence — not a customer result. Verified example: only with approved evidence.

  • ContractorOps Mode

    DEMOInteractive simulation or sample output — not a live deployment.APPROVAL REQUIREDAutoBuilder prepared this; you must approve before it executes.

    Generate bid packet draft — founder approves vendor outreach.

3

Build run tracker

  • br_v_saas-scheduling-tool-for_001

    DEMOInteractive simulation or sample output — not a live deployment.completed

    Genesis Pack and workspace draft saved locally

    Score 4258 · founder · genesis-pack

    Local session only — no deployment verified

  • br_v_saas-scheduling-tool-for_002

    FAILEDBuild or action failed — progress saved, recovery path available.failed

    Build paused — recovery ID issued

    Score 5851 · engineering-agent · apply-pack

    • TypeScript: missing export in components/Hero.tsx
    • Route /preview 404 in demo

    Failure logged with recovery path — not hidden

  • br_v_saas-scheduling-tool-for_003

    RECOVEREDA failure was addressed with a logged recovery path — verify locally.recovered

    Build passes locally after manual fix — founder verified in demo

    Score 5164 · founder · cursor-recovery-packet

    Recovery completed in demo — VERIFIED only after your own test

  • br_v_saas-scheduling-tool-for_004

    APPROVAL REQUIREDAutoBuilder prepared this; you must approve before it executes.needs_approval

    Awaiting founder approval for public proof

    Score 6464 · system · public-proof-request

    No public publish until approved

4

Recovery system

  • RECOVEREDA failure was addressed with a logged recovery path — verify locally.

    rid_v_saas-sched

    Build failed: TypeScript export missing; preview route not found in demo.

    Saved
    Idea, Genesis Pack, workspace tasks, and prior successful build run preserved.
    Did not happen
    No public publish from this failure path
    Manual fix
    Open components/Hero.tsx — restore default export. Confirm app/preview route exists or remove link until ready.
    Rollback
    Restore from last good build run br_001 state in workspace history (demo).
    Quarantine
    none
    Recovery credit
    eligible

    Copy Cursor recovery packet → fix locally → re-run pnpm build

    Recovery docs →
  • APPROVAL REQUIREDAutoBuilder prepared this; you must approve before it executes.

    rid_public_v_saas-s

    Public proof case blocked until approval and claim safety pass.

    Saved
    Internal proof case and audit log saved.
    Did not happen
    No public publish from this failure path
    Manual fix
    Run claim safety rewrite; submit governance approval for public proof.
    Rollback
    Cancel public proof request — no external publish occurred.
    Quarantine
    none
    Recovery credit
    none

    Approve public proof in Governance Center or keep internal

    Recovery docs →

5

QA scorecards

70

ESTIMATEDHeuristic or model-generated score — not independently verified.

Complete

72

Technical

68

Mobile

61

Launch

55

Claims

78

Workspace

74

Recovery

82

Usefulness

70

Blockers: Public proof not approved · Deployment not verified in demo

Next: Run claim safety pass before any public proof

6

Proof-of-work dashboard

  • Build run log

    DEMOInteractive simulation or sample output — not a live deployment.

    Required: Build run IDs with status and error summary

    Submitted: br_*_002 failed, br_*_003 recovered (demo) · pending

  • QA scorecard

    ESTIMATEDHeuristic or model-generated score — not independently verified.

    Required: Checklist run or browser QA notes

    Submitted: · not_submitted

  • Public proof approval

    APPROVAL REQUIREDAutoBuilder prepared this; you must approve before it executes.

    Required: Approval record with public-safe copy

    Submitted: · not_submitted

  • Deployment link

    NOT VERIFIEDNo evidence submitted yet — do not treat as proven.

    Required: URL + timestamp + who verified

    Submitted: · not_submitted

7

Approval evidence

  • public_proof_case

    APPROVAL REQUIREDAutoBuilder prepared this; you must approve before it executes.pending

    Awaiting claim safety pass and public-safe copy

  • credit_spend

    DEMOInteractive simulation or sample output — not a live deployment.approved

    Demo pack apply — logged in audit

8

Audit log center

  • LIVEShipped in production and reachable on this site.venture_created

    Venture intake saved to workspace

  • DEMOInteractive simulation or sample output — not a live deployment.genesis_pack_generated

    Genesis Pack generated from intake

  • FAILEDBuild or action failed — progress saved, recovery path available.build_failed

    Build run failed — TypeScript + route issues

  • RECOVEREDA failure was addressed with a logged recovery path — verify locally.build_recovered

    Recovery packet applied — build passes locally (demo)

  • APPROVAL REQUIREDAutoBuilder prepared this; you must approve before it executes.public_proof_requested

    Public proof case requested — pending approval

  • DRAFTFounder workspace output until you approve or publish.claim_safety_issue_found

    3 risky claims flagged with safer replacements

9

Weekly venture report

DRAFTFounder workspace output until you approve or publish.

Construction / ContractorOps Mode: structured intake, one failed build recovered, public proof still gated.

  • Genesis Pack generated
  • Workspace tasks updated
  • Failed build logged with recovery ID
  • QA scorecard estimated (not verified)

Proof gaps: Deployment not verified; Public proof pending approval; Browser QA not run

Noaerth: Not ready — complete proof gaps and governance approvals first

10

Support summaries

RECOVEREDA failure was addressed with a logged recovery path — verify locally.

Here's what happened

A build step failed during MVP scaffold apply. TypeScript reported a missing export and a preview route was not found.

Your work is saved

Your idea, Genesis Pack, workspace tasks, audit log, and prior successful build run are saved.

Nothing was published publicly. No deployment was marked verified.

Use recovery ID rid_v_saas-sched. Copy the Cursor fix packet, repair listed files, run pnpm build.

Support hub

11

Claim safety reports

DRAFTFounder workspace output until you approve or publish.
  • AutoBuilder builds anything automatically.

    AutoBuilder helps turn one sentence into a structured plan, workspace, tasks, approvals, and execution path.

  • AutoBuilder gets you funding.

    AutoBuilder can prepare Noaerth review and capital readiness materials, but funding is not guaranteed.

  • AutoBuilder handles permits.

    AutoBuilder can create permit checklists and coordination documents. Human review and local requirements still apply.

12

Credit recovery policy

HUMAN REVIEW REQUIREDNeeds expert or operator review before this execution step proceeds.

If a paid or credit-consuming action fails, AutoBuilder logs the failure, saves progress, creates a recovery path, and may recommend recovery credits when appropriate. Recovery credits are not automatic unless the payment system supports it.

Failed action
Apply MVP scaffold pack
Credits spent
5
Eligible
Yes (review)
Suggested credit
5
PAYMENT NOT LIVECheckout and charges are not enabled in this build.

13

Cursor recovery packets

  • Fix Build Failure

    Repair failed build without erasing venture state

  • Repair Invalid JSON

    Fix malformed JSON in venture or workspace files

  • Fix TypeScript Error

    Resolve TS errors from last build run

  • Fix Broken Route

    Restore or remove broken links

  • Quarantine Broken Project

    Pause risky automation until manual fix

  • Run Claim Safety Rewrite

    Replace risky marketing claims with safer copy

  • Run QA Scorecard

    Update estimated QA — do not claim verified pass

  • Prepare Support Summary

    Generate calm support summary for last failure

  • Prepare Public Proof Case

    Draft public-safe proof — approval required

  • Demo exampleNo-capital business

    No-capital local service

    Input
    Weekend cleaning packages for busy parents in Austin
    Build mode
    Zero Capital
    Output
    Offer, landing outline, 10 DM scripts, 7-day plan
    AI employees
    Sales Agent, Idea Coach
    Build Packs
    Zero Capital Pack
    First 7 days
    Message 5 neighbors; publish one-page offer
    Monetization
    Paid pilots → recurring
    Next best action
    Run 3 paid pilots before buying tools
  • Demo exampleLocal business growth

    Local business growth

    Input
    Family bakery wants online orders without rebuilding kitchen
    Build mode
    Small Business
    Output
    Growth workspace, acquisition plan, website rewrite brief
    AI employees
    Growth Marketer, Operations
    Build Packs
    Local Growth Pack
    First 7 days
    Preorder list + Instagram CTA test
    Monetization
    Higher basket + catering leads
    Next best action
    Launch preorder landing
  • Demo exampleSaaS MVP

    SaaS MVP

    Input
    Scheduling tool for indie fitness coaches
    Build mode
    Startup Builder
    Output
    MVP scope, positioning, investor memo starter
    AI employees
    PM, Engineer, Designer
    Build Packs
    Startup Genesis Pack
    First 7 days
    Concierge scheduling for 5 coaches
    Monetization
    Subscription after manual proof
    Next best action
    Book 5 design-partner calls
  • Demo exampleContractor workflow

    Contractor bid packet

    Input
    Electrical contractor needs faster residential bids
    Build mode
    ContractorOps
    Output
    Scope template, bid packet, field checklist
    AI employees
    Physical Coordinator, Operations
    Build Packs
    ContractorOps Pack
    First 7 days
    Standardize 3 bid templates
    Monetization
    Faster close rate
    Next best action
    Pilot with 2 active jobs
  • Demo exampleData center concept

    Data center concept

    Input
    Regional AI inference facility concept
    Build mode
    Infrastructure
    Output
    Feasibility outline, vendor map, financing paths
    AI employees
    Finance Analyst, Infrastructure planning
    Build Packs
    Infrastructure Pack
    First 7 days
    Power/cooling assumptions doc
    Monetization
    Planning sprint + partner intros
    Next best action
    Validate utility interconnection assumptions

v1.3 Universal Build OS

Universal proof cases

Demo examples — not claimed as live customer outcomes. Each shows intake → mode → Genesis → workspace path.

Universal Build OS →
  • DEMOInteractive simulation or sample output — not a live deployment.

    Zero Capital Mode

    I want to start a business but I have no money.

    Genesis
    No-capital validation sprint, free tools list, first customer test script.
    Next action
    Run first customer test — no spend required.
  • DEMOInteractive simulation or sample output — not a live deployment.

    AI Builder Mode

    Build an AI receptionist for small businesses.

    Genesis
    Intake bot spec, FAQ, handoff rules, MVP routes.
    Next action
    Approve homepage copy before publish.
  • DEMOInteractive simulation or sample output — not a live deployment.

    ContractorOps Mode

    Create a contractor bid tracker for local trades.

    Genesis
    Bid packets, vendor list, field checklist — coordination only.
    Next action
    Generate bid packet draft — founder approves vendor outreach.
  • DEMOInteractive simulation or sample output — not a live deployment.

    Data Center Mode

    Map a data center feasibility concept for AI training.

    Genesis
    Power, cooling, phasing, vendor map — planning documents only.
    Next action
    Complete feasibility outline — APPROVAL REQUIRED for external share.

Proof, not hype

Proof Lab makes progress measurable

AutoBuilder should not rely on vague claims. Scores show what was generated, what is missing, what needs approval, and what evidence supports each label.

Sample benchmarks below use demo preview labels unless a founder or verified run upgrades the evidence status.

Repair learning moat

Proof Lab

Proof, not hype

Proof Lab is designed to show what was generated, what is missing, what needs approval, and what evidence supports each score.

Clarity

Demo preview

78/100

Preview benchmark

Completeness

Demo preview

72/100

Demo benchmark

Deploy readiness

Needs review

41/100

REQUIRES INTEGRATION

Technical handoff

Founder-approved

85/100

Founder-approved export draft

Launch readiness

Launch review

55/100

Ready for launch review

Founder control

Founder-approved

92/100

Approval queue active

Explore Proof Lab

Demo startups (sample)

10

Example benchmark format

Median build time

22 min

Sample median

Avg completeness

87/100

Sample average

Categories analyzed

18

Public archetypes

Featured demo rebuilds

View all
  • Demo buildSample benchmarkGenerated by AutoBuilder

    Inspired by · Devtools · AI

    ShipScope Studio

    Turn messy feature ideas into scoped MVPs, agent roles, and a 14-day launch checklist.

    Build
    18m
    Score
    87
    Assets
    20
    View benchmark report →
  • Demo buildSample benchmarkGenerated by AutoBuilder

    Inspired by · AI infrastructure

    AgentRail

    Governed agent queues with memory, approvals, and cost caps for production pilots.

    Build
    25m
    Score
    87
    Assets
    20
    View benchmark report →
  • Demo buildSample benchmarkGenerated by AutoBuilder

    Inspired by · Fintech

    PolicyPilot

    Compliance checklist MVP with reviewer roles and exportable audit packets.

    Build
    28m
    Score
    85
    Assets
    20
    View benchmark report →
  • Demo buildSample benchmarkGenerated by AutoBuilder

    Inspired by · Enterprise · B2B

    OpsLattice

    One workspace for approvals, SLAs, and role-based workflows without a six-month spec phase.

    Build
    22m
    Score
    87
    Assets
    20
    View benchmark report →
  • Demo buildSample benchmarkGenerated by AutoBuilder

    Inspired by · Creator economy

    CreatorStack

    Offers, checkout flow, and fulfillment MVP with growth experiments.

    Build
    17m
    Score
    86
    Assets
    18
    View benchmark report →
  • Demo buildSample benchmarkGenerated by AutoBuilder

    Inspired by · Cybersecurity

    PostureOne

    Security posture dashboard MVP with remediation backlog and buyer-ready export.

    Build
    27m
    Score
    86
    Assets
    20
    View benchmark report →

Portfolio build simulator · estimates only

Can AutoBuilder generate an accelerator-scale portfolio?

Adjust size and complexity. All figures are labeled estimates until verified runs exist.

Generation time
18 hours
Benchmark reports
50
Pages generated
300
Product specs
50
Launch plans
50
Manual hours saved (est.)
1,000
Human review (est.)
40 hours

AutoBuilder vs. AutoBuilder

Proof Lab also tracks AutoBuilder improving against itself. Sample version benchmarks — replace with verified runs over time.

sample

Proof Lab v0.1

2026-04-01

Median build
45m
Completeness
72
MVP readiness
68
Assets / build
12

sample

Proof Lab v0.2

2026-05-01

Median build
28m
Completeness
82
MVP readiness
78
Assets / build
18

sample

Proof Lab v0.3 (current format)

2026-05-18

Median build
22m
Completeness
87
MVP readiness
83
Assets / build
20

Submit a startup concept to rebuild

Share a public category, company archetype, or your own idea. AutoBuilder will generate a labeled demo alternative — never implying affiliation or superiority to a real company.