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v1.8 Venture Intelligence Graph + Data Moat OS

Venture Intelligence Graph

Turn every build, task, approval, failure, recovery, signal, credit, and proof item into structured intelligence — privately in your workspace.

PRIVATE BY DEFAULTOPT-IN TRAINING ONLYESTIMATED BENCHMARKSNO CUSTOM LLM CLAIMDATA MOAT FOUNDATION
PRIVATE BY DEFAULTStartup data stays in your workspace unless you opt in to sharing.NO CUSTOM LLM CLAIMAutoBuilder does not ship its own trained foundation model in this build.NO TRAINING CLAIMNo claim that private data was used to train shared models.ESTIMATEDHeuristic or model-generated score — not independently verified.

DEMO INTELLIGENCE GRAPH · Construction / ContractorOps Mode

v4.0 Universal Build Graph

Strategic layer above venture-level intelligence — category, moat, and ecosystem graphs. READINESS ONLY · NO FAKE GRAPH DATA.

Universal Build Graph OS →

Events

16

Nodes

17

Edges

13

Recommendations

8

Benchmarks

8

Pack signals

2

Agent signals

3

Failure patterns

6

Next: Log USER PROVIDED traction after customer interviews

Structured venture intelligence in your workspace only. Benchmarks are estimated unless verified. No custom LLM. Future AutoBuilder LLM 1.0 is planned — training requires explicit opt-in.

1

Graph overview

idea

Idea intake

SaaS scheduling tool for contractors

DEMOInteractive simulation or sample output — not a live deployment.

genesis_pack

Genesis Pack

Structured venture DNA from intake

DEMOInteractive simulation or sample output — not a live deployment.

venture

Construction / ContractorOps Mode

Living venture record

DEMOInteractive simulation or sample output — not a live deployment.

workspace

Founder workspace

Tasks, approvals, memory — browser-local

DEMOInteractive simulation or sample output — not a live deployment.

ai_employee

Product Agent

Scope and MVP direction

DEMOInteractive simulation or sample output — not a live deployment.

ai_employee

Engineering Agent

Build runs and recovery

DEMOInteractive simulation or sample output — not a live deployment.

ai_employee

Growth Agent

Discovery and experiments

DEMOInteractive simulation or sample output — not a live deployment.

build_pack

MVP scaffold pack

Marketplace pack apply (demo)

DEMOInteractive simulation or sample output — not a live deployment.

credit_transaction

Credit spend

5 credits on pack apply (demo)

DEMOInteractive simulation or sample output — not a live deployment.

build_run

Build run

Failed then recovered (demo)

DEMOInteractive simulation or sample output — not a live deployment.

recovery_event

Recovery

Recovery ID and Cursor packet

DEMOInteractive simulation or sample output — not a live deployment.

growth_experiment

5 interviews

Customer discovery experiment

DEMOInteractive simulation or sample output — not a live deployment.

proof_item

Build log proof

Proof-of-work item pending

DEMOInteractive simulation or sample output — not a live deployment.

capital_readiness

Capital readiness

Estimated readiness score

DEMOInteractive simulation or sample output — not a live deployment.

noaerth_review

Noaerth review

Opt-in only — not requested

DEMOInteractive simulation or sample output — not a live deployment.

prompt_recipe

genesis_v1

Prompt recipe for Genesis Pack

DEMOInteractive simulation or sample output — not a live deployment.

scorecard

Growth + QA scores

Estimated scorecards

DEMOInteractive simulation or sample output — not a live deployment.

13 relationships (demo)

2

Venture event stream

  • PRIVATE BY DEFAULTStartup data stays in your workspace unless you opt in to sharing.idea_submitted2026-06-02T10:56

    Idea submitted via Universal Build Intake

    founder:founder · private_workspace

  • DEMOInteractive simulation or sample output — not a live deployment.build_mode_selected2026-06-02T11:01

    Routed to contractor_ops

    system:build_mode_router · private_workspace

  • DEMOInteractive simulation or sample output — not a live deployment.genesis_pack_generated2026-06-02T11:06

    Genesis Pack generated

    agent:product-agent · private_workspace

  • LIVEShipped in production and reachable on this site.workspace_created2026-06-02T11:11

    Founder workspace created (local)

    system:workspace · private_workspace

  • DEMOInteractive simulation or sample output — not a live deployment.ai_employee_assigned2026-06-02T11:16

    Product, Engineering, Growth agents assigned

    agent:crew-orchestrator · private_workspace

  • ESTIMATEDHeuristic or model-generated score — not independently verified.build_pack_recommended2026-06-02T11:56

    MVP scaffold pack recommended

    system:marketplace · private_workspace

  • APPROVAL REQUIREDAutoBuilder prepared this; you must approve before it executes.approval_requested2026-06-02T12:01

    Credit spend approval requested

    agent:governance-agent · private_workspace

  • DEMOInteractive simulation or sample output — not a live deployment.build_pack_applied2026-06-02T12:26

    Pack applied after approval (demo)

    founder:founder · private_workspace

  • DEMOInteractive simulation or sample output — not a live deployment.credit_transaction_created2026-06-02T12:28

    5 credits spent (demo ledger)

    system:credits · private_workspace

  • DEMOInteractive simulation or sample output — not a live deployment.build_run_started2026-06-02T12:31

    Build run started

    agent:engineering-agent · private_workspace

  • FAILEDBuild or action failed — progress saved, recovery path available.build_run_failed2026-06-02T12:36

    TypeScript + route failure

    agent:engineering-agent · private_workspace

  • RECOVEREDA failure was addressed with a logged recovery path — verify locally.build_run_recovered2026-06-02T12:56

    Recovery packet applied locally

    founder:founder · private_workspace

  • DRAFTFounder workspace output until you approve or publish.growth_experiment_created2026-06-02T13:11

    5 customer interviews experiment planned

    agent:growth-agent · private_workspace

  • DRAFTFounder workspace output until you approve or publish.claim_safety_issue_found2026-06-02T13:26

    Risky claim flagged on marketing copy

    system:trust-engine · private_workspace

  • ESTIMATEDHeuristic or model-generated score — not independently verified.capital_readiness_updated2026-06-02T13:36

    Readiness score estimated

    system:capital-stack · private_workspace

  • USER PROVIDEDEntered or confirmed by the founder — not generated or invented by the system.user_edited_output2026-06-02T13:46

    Founder edited hero copy

    founder:founder · private_workspace

3

Benchmark engine

  • Build Mode

    ESTIMATEDHeuristic or model-generated score — not independently verified.58

    Estimated contractor_ops cohort

    Next: Complete proof gaps

  • Stage

    ESTIMATEDHeuristic or model-generated score — not independently verified.52

    Early-stage demo cohort

    Next: Log USER PROVIDED traction

  • Launch readiness

    ESTIMATEDHeuristic or model-generated score — not independently verified.48

    Pre-launch benchmark

    Next: Launch Rail checklist

  • Growth readiness

    ESTIMATEDHeuristic or model-generated score — not independently verified.51

    Discovery-first cohort

    Next: Run 5 interviews

  • Capital readiness

    ESTIMATEDHeuristic or model-generated score — not independently verified.44

    Bootstrap / demo credits

    Next: Improve proof before Noaerth

  • Recovery readiness

    ESTIMATEDHeuristic or model-generated score — not independently verified.72

    Reliability benchmark

    Next: Keep recovery packets updated

  • RealWorld readiness

    ESTIMATEDHeuristic or model-generated score — not independently verified.35

    Coordination-only cohort

    Next: HUMAN REVIEW for physical scope

  • Noaerth readiness

    ESTIMATEDHeuristic or model-generated score — not independently verified.38

    Opt-in review cohort

    Next: Complete proof before opt-in

4

Recommendation engine

  • Apply Pricing Page Pack

    Why: Capital pattern shows pricing clarity gap

    Impact: Clearer monetization test · Sources: ve_15

    ESTIMATEDHeuristic or model-generated score — not independently verified.

  • Run 5 customer interviews

    Why: Growth benchmark below cohort; no verified signals

    Impact: Customer clarity + message fit · Sources: ve_13

    ESTIMATEDHeuristic or model-generated score — not independently verified.

  • Submit build log proof item

    Why: Proof graph node pending verification

    Impact: Trust + Noaerth readiness · Sources: ve_11, ve_12

    ESTIMATEDHeuristic or model-generated score — not independently verified.

  • Archive failure pattern learnings

    Why: Failure pattern library match: TS + route

    Impact: Faster next recovery · Sources: ve_11, ve_12

    ESTIMATEDHeuristic or model-generated score — not independently verified.

  • Review use-of-funds draft

    Why: Credit efficiency estimated low until real spend

    Impact: Capital readiness +8 est. · Sources: ve_9, ve_15

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

  • Defer Noaerth review

    Why: Readiness score 38 — proof gaps remain

    Impact: Avoid premature review request · Sources: ve_15

    ESTIMATEDHeuristic or model-generated score — not independently verified.

  • Run claim safety rewrite

    Why: Event ve_14 flagged marketing copy

    Impact: Trust safety score up · Sources: ve_14

    ESTIMATEDHeuristic or model-generated score — not independently verified.

  • Generate RealWorld coordination packet

    Why: Only if physical scope — else skip

    Impact: Safer execution planning · Sources: ve_2

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

5

Market map builder

DRAFTFounder workspace output until you approve or publish.

ContractorOps · Trade contractors

Wedge: Bid packet + scheduling in one flow

Channel: Supplier partners + local demos

6

Build Pack performance

  • mvp-scaffold-pack

    Score 52 → 58 · 5 cr · acceptance: pending

    DEMOInteractive simulation or sample output — not a live deployment.

  • one-idea-venture-genome

    Score 40 → 55 · 0 cr · acceptance: accepted

    DEMOInteractive simulation or sample output — not a live deployment.

7

AI employee performance

  • Product Agent

    5/6 tasks · 4 accepted

    DEMOInteractive simulation or sample output — not a live deployment.

  • Engineering Agent

    6/8 tasks · 5 accepted

    DEMOInteractive simulation or sample output — not a live deployment.

  • Growth Agent

    3/5 tasks · 3 accepted

    DEMOInteractive simulation or sample output — not a live deployment.

8

Prompt recipe performance

  • genesis_pack_v1 v1.0.0

    Quality 74 · acceptance 68%

    ESTIMATEDHeuristic or model-generated score — not independently verified.

  • build_error_diagnosis_v1 v1.0.0

    Quality 81 · acceptance 72%

    ESTIMATEDHeuristic or model-generated score — not independently verified.

  • claim_safety_review_v1 v1.0.0

    Quality 88 · acceptance 90%

    ESTIMATEDHeuristic or model-generated score — not independently verified.

9

Failure pattern library

  • Invalid JSON after model output

    Model returned malformed JSON for venture or workspace files

    Recovery: Repair invalid JSON Cursor packet

    DEMOInteractive simulation or sample output — not a live deployment.

  • TypeScript error after component split

    Missing exports or broken imports after scaffold apply

    Recovery: Fix build failure packet

    DEMOInteractive simulation or sample output — not a live deployment.

  • Broken route / 404 in preview

    Link to route not yet created

    Recovery: Fix broken route packet

    DEMOInteractive simulation or sample output — not a live deployment.

  • Claim overreach in copy

    Marketing or investor copy exceeds proof

    Recovery: Claim safety rewrite

    LIVEShipped in production and reachable on this site.

  • Stripe shown before payment live

    Checkout copy without PAYMENT NOT LIVE label

    Recovery: Add PAYMENT NOT LIVE + governance approval

    LIVEShipped in production and reachable on this site.

  • RealWorld missing human review

    Physical-world scope without permits / expert labels

    Recovery: Quarantine + expert review packet

    LIVEShipped in production and reachable on this site.

10

Growth signal patterns

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

Early adopters (category) · LinkedIn / communities

Log USER PROVIDED notes after each call

DEMOInteractive simulation or sample output — not a live deployment.

Demo placeholder · Landing CTA test

Simplify pricing page

11

Capital patterns

NOT FINANCIAL ADVICEInformational planning only — not financial, investment, or securities advice.

Improve proof items before investor data room

Gaps: Deployment not verified; Traction not USER PROVIDED; Public proof pending

12

Talent signals (internal)

DEMOInteractive simulation or sample output — not a live deployment.

Role signals only — no fake people or public profiles

  • Designer

    Needed before polish-heavy launch

    DEMOInteractive simulation or sample output — not a live deployment.

  • Permitting consultant

    Required before field execution claims

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

13

Noaerth review intelligence

NOAERTH REVIEW NOT GUARANTEEDNoaerth review, funding, or co-build support is opt-in and not guaranteed.

Opt-in: no · Readiness 38

Path: continue_building

14

Privacy and consent

Your venture data is private by default. AutoBuilder uses events inside your workspace to improve recommendations for your venture. Shared learning, public proof, Noaerth review, investor sharing, or future model training require explicit opt-in.

Workspace memory
On
Anonymized aggregate
Off
Public case study
Off
Future training
Off
Noaerth sharing
Off
Investor data room
Off
PRIVATE BY DEFAULTStartup data stays in your workspace unless you opt in to sharing.

15

Data moat summary

DEMOInteractive simulation or sample output — not a live deployment.
Events
16
Failure patterns
6
Future LLM
PLANNED — structured events + consent gates; NO CUSTOM LLM CLAIM

16

Cursor intelligence graph packets

  • Add Venture Intelligence Graph Route

  • Add Venture Event Schema

  • Add Benchmark Engine

  • Add Recommendation Engine

  • Add Market Map Builder

  • Add Build Pack Performance

  • Add Privacy Consent Controls

  • Add Data Moat Summary

Intelligence Layer (v1.1)Trust & privacyInvestor moatWorkspace