v3.9 Proof, Traction + Outcome Intelligence OS
Venture proof + traction OS — separate benchmarks (below) from live venture evidence tracking.
v1.6 Proof, Recovery + Trust Engine
Proof, Recovery + Trust
See what AutoBuilder generated, what worked, what failed, what recovered, and what is actually verified.
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.completedGenesis Pack and workspace draft saved locally
Score 42 → 58 · 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.failedBuild paused — recovery ID issued
Score 58 → 51 · 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.recoveredBuild passes locally after manual fix — founder verified in demo
Score 51 → 64 · 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_approvalAwaiting founder approval for public proof
Score 64 → 64 · 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.pendingAwaiting claim safety pass and public-safe copy
credit_spend
DEMOInteractive simulation or sample output — not a live deployment.approvedDemo 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
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
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 hub11
Claim safety reports
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
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
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.
- 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 moatProof 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 preview78/100
Preview benchmark
Completeness
Demo preview72/100
Demo benchmark
Deploy readiness
Needs review41/100
REQUIRES INTEGRATION
Technical handoff
Founder-approved85/100
Founder-approved export draft
Launch readiness
Launch review55/100
Ready for launch review
Founder control
Founder-approved92/100
Approval queue active
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
- 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
- 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
- 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
- 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
- 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
YC-inspired rebuilds
Demo ventures inspired by public accelerator-style categories.
Open →a16z-inspired categories
Portfolio-style category rebuilds without affiliation claims.
Open →VC portfolio challenge
Simulate 10–1,000 startup generation at estimate-labeled scale.
Open →Speedrun mode
Time tiers from 60-second structure to investor-ready packages.
Open →Methodology & trust
What we measure, what we avoid, and how demos are labeled.
Open →Submit a concept
Request a claim-safe demo rebuild of a public archetype.
Open →
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.
