AGI OS

Integrated Money Universe × Skyloop

Scenario command center

A deterministic 36-month bridge. Money Universe owns macro calculations; Market Fit owns funnel and unit economics. Every result is simulated and evidence-labeled.

macro feedback enabled

Macro bridge

Money Universe → demand

Inflation

5.1

Trade

62.4

Stability

66.1

Wealth

70.5

Demand × 1.06 · retention × 1.05 · cost × 1.05
Trust 58 → 61.9 · productivity 62 → 62.1

Product funnel

Understanding → retained user

Visitors

1,272

Activated

86

New paid

2

Active paid

2

Churned

0

Visuals

1,898

Cost laboratory

API evidence gate

API cost unavailable

Verified pricing is missing for Awaiting official verification.

Awaiting official verification · 100%unverified

Total API cost: Needs verified input · known costs: $1,292

Money loop · month 1

Users → revenue → cost → feedback

Revenue

$24

Total cost

Needs verified input

Gross profit

Needs verified input

Runway

Needs evidence

Review copilot

Blocking findings

  • blocking: Unverified API pricing blocks gross profit, margin, and break-even claims.

    Add dated official provider prices and verify every model in the mix.

  • info: Money Universe remains the macro source of truth; the Skyloop overlay is simulated and reversible.

    Replace assumptions with measured observations through human review.

Overlay: adoption 0 · productivity +0.1 · trust 3.9 · confidence low

Sensitivity laboratory

What changes the decision most?

activationRate

0 paid users

+10% test · mixed

repeatSessionRate

0 paid users

+10% test · mixed

paidConversionRate

0 paid users

+10% test · mixed

monthlyChurnRate

4 paid users

+10% test · positive

proMonthlyPriceUsd

0 paid users

+10% test · mixed

freeVisualsPerUser

0 paid users

+10% test · mixed

paidVisualsPerUser

0 paid users

+10% test · mixed

monthlyOperatingBudgetUsd

0 paid users

+10% test · mixed

Show contract and evidence boundary

Macro source: Money Universe · simulated

Product source: Market Fit · simulated

Bridge policy: bridge-v1 · versioned

API pricing: dated official sources required · current fixture unverified

Persistence: local only · no database, billing, customer data, or API keys

Release: simulator never claims product-market fit

Loading private Market Analysis workspace…

Maths AI → Skyloop Market Fit

Maths AI Scenario Optimizer

Bounded candidate search over the existing Market Fit simulator. This is a review copilot: it cannot publish, bill, spend, or claim product-market fit.

Search controls

bounded

Balanced objective weights

Status

idle

Generation

0

Simulations

0

Best score

—

Candidate ranking

Evidence-blocked candidates remain visible; they cannot make profitability claims.

CandidateStatusScorePaid usersRevenueAPIAction

Start a bounded search to generate candidates.

Private AGI OS Portal · Skyloop Market Fit

Simulate the money loop before you spend real money.

A decision laboratory for audience, activation, free value, pricing, distribution, API cost, retention, and Version 1 release evidence.

Internal simulator

No billing, payment credentials, campaigns, or external data ingestion are active.

Scenario controls

All values are local simulated assumptions. They are not product-market-fit evidence.

Activation rate38
Repeat-session rate42
Paid conversion6
Monthly churn8

Decision summary

Base scenario

Primary activation event: a learner completes their first successful visual explanation.

Release decision: evidence required

Monthly visits

1,200

Activated users

82

First understanding moment

Paid users

2

MRR

$24

Simulated revenue

Product funnel

Visitor → retained subscriber

Visits

1,200

Signups

216

Activated

82

Repeat

34

Paid

2

Unit economics

Revenue is visible; profitability waits for verified costs

ARR

$288

Known monthly cost

$1,229

Gross profit

Needs verified input

Blocked until API price verified

Gross margin

Needs evidence

LTV

$146

LTV / CAC

Needs evidence

CAC payback

0 months

Cost catalog

Verified API pricing gate

API cost: unavailable

No provider price has been entered. Add provider, model, input/output rates, source URL, effective date, and verification date before using margin or break-even outputs.

Free visual operations1,712
Paid visual operations90
Infrastructure + support + acquisition$1,229

Review copilot

Decision guardrails

  • blocking: Verified API pricing is missing, so gross margin and break-even are not calculable.

    Next: Import a dated provider price entry from an official source before using profitability outputs.

  • info: All numeric scenario values are simulated assumptions, not product-market-fit evidence.

    Next: Replace assumptions with measured experiment observations as they become available.

Experiment queue

Learn before scaling

First visual understanding

planned

A guided visual explanation creates a successful first session faster than a text-first introduction.

Success: First-understanding completion · Guardrail: Fallback and accessibility completion

Value-based free cap

planned

A complete free learning outcome plus capped advanced usage improves trust and conversion.

Success: Week-4 retained conversion · Guardrail: Free-user activation

Pro pricing sensitivity

planned

A low-friction Pro plan is more compelling after repeated experiments than after the first visit.

Success: Upgrade intent and paid conversion · Guardrail: Refund or abandonment rate

API-cost optimization

planned

Recipe reuse and smaller model routing reduce cost without lowering understanding quality.

Success: Verified cost per successful explanation · Guardrail: Human clarity score

Distribution planner

Optimize for learning speed

Open Distribution

Direct founder outreach

fast

Curious learners and science educators · Personal demo and interview

Next test: Run 10 qualitative interviews around the first-understanding moment.

Short-form visual demonstrations

medium

Science and learning audiences · Before/after concept visual

Next test: Compare explanation-first versus spectacle-first creative.

Educational communities

medium

Students, teachers, and builders · Guided experiment and feedback request

Next test: Recruit a small consented pilot group.

Search and evergreen explanations

slow

People searching for difficult concepts · Text plus interactive visual

Next test: Measure search-to-activation rather than visits alone.

Release gate

Skyloop Version 1 is not approved by simulation alone

Measured

Real activation, retention, cost, and interview evidence.

Simulated

Scenario values shown above for decision rehearsal only.

Required next

Run first-understanding and pricing experiments, then enter verified cost data.