v3.9 Proof, Traction + Outcome Intelligence OS
Proof Intelligence
Separate plans from proof. Track assumptions, validation tests, customer evidence, claim verification, and traction quality — without fake metrics or AI-generated hype.
DEMO PROOF INTELLIGENCE — NO FAKE TRACTION
Next: Run 5 customer interviews + log notes — no fake interview claims
AutoBuilder Proof Intelligence helps ventures track assumptions, validation tests, customer evidence, usage signals, revenue evidence, claim verification, traction quality, and proof gaps. AutoBuilder does not fake customers, revenue, analytics, testimonials, signups, case studies, investor feedback, Noaerth proof, or traction. Proof is private by default and requires approval before public, investor, partner, or Noaerth sharing.
Proof
Proof dashboard
Proof items
4
Assumptions
8
Tested
2
Untested
6
Missing: Willingness-to-pay, retention, verified revenue
Customer 1 · Usage 1 · Revenue 0
Traction
Traction dashboard
Signups: — REQUIRES ANALYTICS (not connected)
Paid users: 0 verified
Revenue: $0 verified — PAYMENT REQUIRED
DEMO TRACTION — NO FAKE METRICS
Score
Venture truth score
38/100
Claims verified: 2 · WTP proof: 25
NOT VERIFIEDNo evidence submitted yet — do not treat as proven.Evidence
Proof item system
customer_interview
1 discovery call — pain confirmed directionally
Claim: Customers want faster scheduling
SELF-REPORTEDFounder or user logged — not independently verified.ai_generated_assumption
ICP hypothesis — NOT proof
Claim: Market size $2B
AI-GENERATEDGenerated plan or assumption — not real-world proof or verified traction.demo_usage
Venture saved + workspace opened (demo event schema)
Claim: Product engagement
REQUIRES ANALYTICSFunnel and experiment metrics need real analytics — until then use DEMO or ESTIMATED.landing_page_test
Headline A vs B — views not tracked yet
Claim: Landing converts
NOT VERIFIEDNo evidence submitted yet — do not treat as proven.Types
Evidence type registry
Founder note
Internal observation
SELF-REPORTEDFounder or user logged — not independently verified.AI-generated assumption
Plan/strategy — not proof
AI-GENERATEDGenerated plan or assumption — not real-world proof or verified traction.Customer interview
Logged conversation
SELF-REPORTEDFounder or user logged — not independently verified.Customer quote
Requires permission
CUSTOMER-PROVIDEDFrom a customer source — requires permission and context before public use.Waitlist signup
Requires analytics source
REQUIRES ANALYTICSFunnel and experiment metrics need real analytics — until then use DEMO or ESTIMATED.Demo usage
Product event when tracked
REQUIRES ANALYTICSFunnel and experiment metrics need real analytics — until then use DEMO or ESTIMATED.Paid order
Payment-backed
PAYMENT REQUIREDRevenue or payment claim needs payment provider or document evidence.LOI
Signed letter — DOCUMENT-BACKED
DOCUMENT-BACKEDSupported by uploaded or linked document — review before investor share.Noaerth feedback
Only if review approved
NOT VERIFIEDNo evidence submitted yet — do not treat as proven.Assumptions
Assumption tracker
customer
Small businesses will pay $29/mo for scheduling
untested · Pricing interview + pilot offer
AI-GENERATEDGenerated plan or assumption — not real-world proof or verified traction.problem
Scheduling is top-3 pain for target ICP
testing · 3 more interviews
SELF-REPORTEDFounder or user logged — not independently verified.acquisition
LinkedIn outbound will convert at 5%
untested · Growth experiment with honest tracking
NOT VERIFIEDNo evidence submitted yet — do not treat as proven.Validate
Validation loop engine
Problem interview sprint
Signal: 3/5 cite scheduling as urgent
Result: 1/1 so far — insufficient sample → Schedule 4 more interviews
APPROVAL REQUIREDAutoBuilder prepared this; you must approve before it executes.Discovery
Customer discovery tracker
No fake interviews — founder-logged only
Local service owner (sample)
completed — founder logged
SELF-REPORTEDFounder or user logged — not independently verified.Scripts
Interview script generator
saas_idea
- · Walk me through how you schedule today?
- · What breaks most often?
- · What would you pay to fix it?
local_business
- · How do customers book?
- · What tools do you use?
- · Biggest time sink?
Survey
Survey / feedback readiness
DRAFT email — DO NOT SEND AUTOMATICALLY
Convenience sample bias — not representative
DRAFTFounder workspace output until you approve or publish.Waitlist
Waitlist signal tracker
Genesis preview CTA: — not tracked signups
REQUIRES ANALYTICSFunnel and experiment metrics need real analytics — until then use DEMO or ESTIMATED.Landing
Landing page test tracker
Schedule in one click
Views manual — not verified · Conversions —
NOT VERIFIEDNo evidence submitted yet — do not treat as proven.Pricing
Pricing test tracker
Monthly SaaS @ $29
NOT VERIFIEDNo evidence submitted yet — do not treat as proven.Growth
Growth experiment tracker
LinkedIn founder posts
organic · not run
PLANNEDOn the roadmap; not available in production yet.Usage
Usage evidence readiness
idea_submitted
schema ready — REQUIRES ANALYTICS
preview_generated
schema ready — REQUIRES ANALYTICS
venture_saved
schema ready — REQUIRES ANALYTICS
workspace_opened
schema ready — REQUIRES ANALYTICS
proof_item_created
schema ready — REQUIRES ANALYTICS
Revenue
Revenue evidence tracker
No fake revenue
subscription: $0 (none verified)
PAYMENT REQUIREDRevenue or payment claim needs payment provider or document evidence.Social
Testimonial approval flow
none — DO NOT FABRICATE
Public: blocked
NO FAKE TRACTIONDo not imply fake users, customers, contracts, partners, or testimonials.Case study
Case study readiness
— candidate when real customer + approval
Results not guaranteed — honest limitations
NOT VERIFIEDNo evidence submitted yet — do not treat as proven.Claims
Claim verification engine
We have strong product-market fit
→ Early interviews suggest scheduling pain is common — more validation needed.
DO-NOT-CLAIMInternal only — do not use in public marketing.100+ customers love us
→ Remove until verified testimonials with permission.
NO FAKE TRACTIONDo not imply fake users, customers, contracts, partners, or testimonials.Gaps
Proof gap analysis
Capital
Capital proof readiness
not ready — proof gaps remain
- · WTP
- · retention
- · verified revenue
Noaerth
Noaerth proof readiness
early — directional interviews only
NO NOAERTH GUARANTEEPaid plans do not guarantee Noaerth review, acceptance, funding, or co-build.Public
Public-safe proof summary
Building scheduling tools for SMBs — validation in progress
Not proven: PMF, revenue, customer count, retention
DO NOT PUBLISH AUTOMATICALLYProof summaries and marketing claims require founder approval before publish.Investors
Investor-safe proof summary
Pre-traction — honest stage label
APPROVAL REQUIREDAutoBuilder prepared this; you must approve before it executes.Labels
Data quality labels
self_reported
Founder or user logged — not independently verified
ai_generated
Strategy/plan from AI — not real-world proof
user_provided
USER PROVIDED field — verify source
customer_provided
Quote/data from customer with permission
analytics_sourced
Requires connected analytics — REQUIRES ANALYTICS
payment_sourced
Requires Stripe/payment proof — PAYMENT REQUIRED
demo
Demo schema only — not live metrics
not_verified
No evidence attached
Confidence
Evidence confidence labels
Outcomes
Outcome report generator
First customer discovery call
Scheduling pain mentioned — need more samples
SELF-REPORTEDFounder or user logged — not independently verified.Operator
Proof admin console
Risky claims: 5
Fake traction risks: 3
Next: Review claim verification queue + block fake testimonial drafts
ADMIN ONLYInternal operator view — not a public product claim.Investors
Investor / business model update
Proof intelligence — separate plans from evidence
- · Venture truth score from labeled assumptions + verified evidence only
- · Claim safety engine blocks fake traction before public/investor share
- · Data quality moat: AI-generated ≠ proof; payment/analytics when connected
Execution
Cursor / Aider proof packets
Add Proof Intelligence Route
route
Add Proof Dashboard
dashboard
Add Traction Dashboard
traction
Add Venture Truth Score
truth
Add Proof Item System
items
Add Evidence Type Registry
evidence
Add Assumption Tracker
assumptions
Add Validation Loop Engine
validation
Add Customer Discovery Tracker
discovery
Add Interview Script Generator
scripts
Add Survey / Feedback Readiness
survey
Add Waitlist Signal Tracker
waitlist
Add Landing Page Test Tracker
landing
Add Pricing Test Tracker
pricing
Add Growth Experiment Tracker
growth
Add Usage Evidence Readiness
usage
Add Revenue Evidence Tracker
revenue
Add Testimonial Approval Flow
testimonial
Add Case Study Readiness
casestudy
Add Claim Verification Engine
claims
Add Proof Gap Analysis
gaps
Add Capital Proof Readiness
capital
Add Noaerth Proof Readiness
noaerth
Add Public-Safe Proof Summary
public
Add Investor-Safe Proof Summary
investor
Add Data Quality Labels
labels
Add Outcome Report Generator
outcome
Add Proof Admin Console
admin
Add Investor Proof Update
investor
Add Final Proof QA
final
Wire claim verification to public copy (Aider)
DO-NOT-CLAIMInternal only — do not use in public marketing.