Human-Arc AI

Where Human Potential Becomes Investable

Internal White Paper — Platform Architecture, Progress & Vision

v2.0 — April 2026 — Confidential

CONFIDENTIAL — FOR INTERNAL USE ONLY — DO NOT DISTRIBUTE

Table of Contents

  1. Executive Summary
  2. The Problem We Solve
  3. The Human-Arc Investment Model
  4. Investment Categories
  5. The Arc Score — AI-Powered Evaluation
  6. Platform Architecture
  7. Features Built to Date
  8. Regulatory & Compliance Framework
  9. Athlete & Founder Outreach
  10. Arc Score Case Studies
  11. Public Demo Platform
  12. Current Data & Metrics
  13. Roadmap & Next Steps

1. Executive Summary

Human-Arc AI is a marketplace where investors back individual people building their futures — not companies, not assets, but the people themselves. Investors provide capital and receive 5% of the person's profits over 10 years plus a negotiable equity stake. Recipients get capital freedom without losing control — fair terms, no credit checks, no collateral.

The platform uses AI-powered scoring to identify underdog talent that traditional systems overlook: athletes rejected by scouts, founders turned down by VCs, farmers denied by banks, and professionals told they'd fail. We find the people others miss, score their potential, and connect them with investors who believe in human capital.

5%
Profit Share Over 10 Years
5
Investment Categories
0-1000
Arc Score Range

Core Thesis: Human potential is the most undervalued asset class in the world. Traditional finance has no mechanism to invest in individuals. Human-Arc creates that mechanism — backed by AI, secured by smart contracts, and designed for underdogs.

2. The Problem We Solve

For Talented Individuals

For Investors

The Gap: $4.7 trillion flows into venture capital, real estate, and public markets annually. Zero dollars flow directly into individual human potential. Human-Arc opens this entirely new asset class.

3. The Human-Arc Investment Model

How It Works

Investor Discovers Person
Invests Capital
Person Uses Funds Freely
5% Profit Share + Equity for 10 Years

Terms

ParameterValue
Profit Share5% of recipient's profits over 10 years
Equity ComponentNegotiable equity stake included in the contract — aligned with the recipient's growth
Credit CheckNone required
CollateralNone required
Fund Usage RestrictionsNone — use however helps you succeed
RelationshipPartnership, not debt
ExitClear 10-year term with defined end

Dual-Return Model: Human-Arc contracts include both a 5% profit share and an equity component. This gives investors two paths to returns — ongoing income from profit sharing and long-term upside through equity. Recipients benefit because the equity stake is negotiated fairly, with no predatory terms, and the capital comes with zero credit checks or collateral requirements.

Example Returns

Recipient TypeInvestmentAvg Annual Return10-Year TotalROI
Regenerative Rancher$150,000$7,000/year$70,00047%
Specialty Farmer$60,000$5,000/year$50,00083%
SaaS Entrepreneur$100,000$15,000/year$150,000150%
NCAA Golfer → LPGA$75,000$12,000/year$120,000160%
Squash Player → Olympic$50,000$8,000/year$80,000160%

4. Investment Categories

Athletes

Rising talent in basketball, golf, squash, and other sports who need training, equipment, coaching, and travel funding. We target underdogs — athletes overlooked by traditional scouts, playing at mid-major schools, grinding on minor tours, or competing from countries with no sports infrastructure.

Entertainers

Musicians, comedians, and creators building their audiences. Capital funds production, marketing, touring, and equipment. The entertainment industry is built on early investment — but most creators have no access to that capital.

Family Farmers

Next-generation farming families operating 5–300 acres focused on specialty crops and regenerative agriculture. These are not corporate farms — they're families preserving agricultural heritage while innovating with sustainable practices. Banks routinely deny them loans despite strong land assets and multi-generational knowledge.

Entrepreneurs

Founders building businesses who need capital on fair terms. Traditional VC forces entrepreneurs to surrender 20-40% of their company. Human-Arc offers a balanced deal — 5% of profits plus a negotiable equity stake — structured so the founder keeps meaningful control and the investor is aligned with their success.

Professionals

High-potential individuals in career transitions — changing industries, pursuing advanced credentials, or launching independent practices. The traditional system offers only debt (student loans, credit cards) for career pivots. Human-Arc offers partnership.

5. The Arc Score — AI-Powered Evaluation

The Arc Score is a proprietary AI scoring system that evaluates human potential across multiple dimensions. Unlike traditional credit scores or VC due diligence, the Arc Score specifically highlights people who succeeded despite being overlooked.

Scoring Framework (0–1000 Scale)

Human (40%)
400 pts max
Market (30%)
300 pts max
Diversity (15%)
150 pts max
Analytics (15%)
150 pts max

Human Score (40% — 400 points max)

Market Score (30% — 300 points max)

Diversity Score (15% — 150 points max)

Analytics Score (15% — 150 points max)

NCAA Golfer Scoring Enhancement

For college golfers, we integrate 16 golf-specific performance metrics including handicap, stroke average, NCAA appearances, conference championships, tournament wins, and improvement trajectory. The athletic boost algorithm is specifically rebalanced to weight competitive results over raw talent indicators.

YC Founder Scoring (0–100 Scale)

A separate scoring system for Y Combinator founders on a 0–100 scale, designed to evaluate founders who were rejected or who left YC. This score focuses on post-rejection success metrics and identifies founders who proved the traditional accelerator model wrong.

The Arc Score Advantage: We specifically reward people who succeeded despite being overlooked — rejected by accelerators, turned down by banks, told they'd fail. Traditional scoring penalizes non-linear paths. We reward them.

6. Platform Architecture

Frontend
React 18, TypeScript, Vite, TanStack Query, Wouter Router
Backend
Node.js, Express.js, TypeScript (ESM), WebSocket
Database
PostgreSQL (Neon Serverless), Drizzle ORM
Authentication
OpenID Connect via Replit Auth, PostgreSQL Sessions
AI Services
OpenAI GPT-4 for scoring, contracts, and compliance
Smart Contracts
Solana (Rust/Anchor), AI-drafted with compliance checklists
UI Framework
Tailwind CSS, Radix UI, shadcn/ui components
Email
Gmail API (OAuth), Hunter.io for discovery

System Architecture

React Frontend
Express API
PostgreSQL
OpenAI GPT-4
Smart Contract Drafting
Solana Mainnet
Hunter.io
Email Discovery
Gmail Outreach

7. Features Built to Date

Core Platform

FeatureStatusDescription
Landing Page✅ Live5 investment categories, how it works, example investments, Arc Score explanation
User Dashboard✅ LiveOverview of portfolio, scores, activity, and market data
Token Minting✅ LiveCreate human capital tokens with configurable supply, price, and metadata
Trading✅ LiveReal-time WebSocket price simulation, buy/sell execution, portfolio tracking
AI Scoring✅ LiveMulti-variable scoring across Human, Market, Diversity, and Analytics dimensions
Staff Picks✅ LiveAutomated daily curation of top talent (runs at 2 AM UTC)
User Profiles✅ LiveDetailed profile with metrics, score history, and performance data
Browse Users✅ LiveDirectory of platform users with filtering and search

Security & Compliance

FeatureStatusDescription
KYC/AML Verification✅ LiveIdentity verification with Persona integration + AI fallback
Email Verification✅ LiveToken-based email verification for new accounts
SEC Form C Filing✅ LiveAI-powered Regulation CF filing generation and review workflow
Audit Logging✅ LiveAppend-only audit trail for all sensitive operations
Role-Based Access✅ LiveUser, Staff, Admin roles with granular permissions

Smart Contracts & Blockchain

FeatureStatusDescription
AI Contract Drafting✅ LiveGPT-4 generates Rust/Anchor smart contracts with compliance checklists
Legal Review Workflow✅ LiveContract review, approval, and deployment tracking
Solana Deployment✅ LiveMainnet/testnet deployment with transaction tracking

Demo & Testing

FeatureStatusDescription
Demo Token System✅ LiveCreate demo tokens (lifecycle='demo') for testing without KYC, 3 max per user, 1M supply cap
Invite System✅ Live32-char crypto-random codes, 7-day expiry, atomic redemption with race condition protection
Blue DEMO Badges✅ LiveVisual distinction between demo and production tokens on trading page

Data & Directories

FeatureStatusDescription
Investor Directory✅ Live1,595 imported VC and angel investors with search, filter, and contact info
YC Founder Directory✅ Live1,395 Y Combinator companies and founders (admin-only) with AI scoring
Scored Founders Report✅ Live52 scored founders with email, LinkedIn, and rankings at /founders-scored.html
Female Athletes Report✅ Live30 underdog athletes (basketball, golf, squash) scored and profiled at /female-athletes-report.html

Outreach & Email

FeatureStatusDescription
YC Founder Outreach✅ LivePersonalized email outreach using web scraping, Hunter.io, and Gmail integration
Athlete Outreach✅ LivePersonalized emails to 8 athletes/agents with Arc Scores and investment profiles
Follow-Up Campaign✅ Live57 follow-up emails (50 founders + 7 athletes), 100% delivery rate
Entertainer Outreach✅ LiveTikTok DM outreach to Ari Miller (@ariathome, 3.3M followers)
Campaign Tracking✅ LiveDeduplication and tracking of all outreach campaigns

Demo & Investor Materials

FeatureStatusDescription
Public Demo Page✅ LiveNo-login-required demo at /demo with portfolio, Arc Scores, and investment model
Arc Score PDF Reports✅ Live4 generated reports: Andres Zubillaga, Adam Sandler (Smoodi), Ari Miller, Marcus Semones
White Paper v2.0✅ LiveUpdated with latest outreach, case studies, and metrics (this document)

8. Regulatory & Compliance Framework

SEC Regulation CF

Human-Arc operates under SEC Regulation Crowdfunding (Reg CF), which allows companies to raise up to $5 million from non-accredited investors. Our AI-powered Form C filing system automates the most complex parts of this process:

Smart Contract Compliance

Every AI-drafted smart contract includes:

KYC/AML

All production token operations require identity verification through our KYC system. Demo tokens bypass KYC for testing purposes but are clearly marked and cannot be traded on production markets.

9. Athlete & Founder Outreach

YC Founder Campaign

We identified and scored 52 founders who were rejected by or left Y Combinator, proving the traditional accelerator model missed them. Top-scored founders include:

RankFounderCompanyScore
#1David KimFinanceFlow790/1000
#2Aisha KhannaLinguaLoop775/1000
#3Maya PatelTradeTide775/1000

Female Athlete Campaign

We identified 30 underdog female athletes across basketball, golf, and squash from 12 countries. Personalized outreach was sent to 8 athletes/agents with a 100% delivery rate.

SportAthletesTop PickScore
Basketball10Serena Sundell910/1000
Golf10Bianca Pagdanganan920/1000
Squash10Anahat Singh950/1000

Follow-Up Campaign (April 2026)

Executed a comprehensive follow-up campaign to all previously contacted founders and athletes — 57 personalized follow-up emails sent with 100% delivery rate, zero failures.

SegmentEmails SentDelivery Rate
YC Founders50100%
Female Athletes7100%
Total57100%

Entertainer Outreach — Ari Miller (@ariathome)

Identified Ari Miller as the first Entertainer category prospect — a TikTok music creator with 3.3M followers, 1.5M YouTube subscribers (381M views), 1M Instagram followers, and 100K Twitch subscribers. Estimated $40K–$88K+/month revenue. Official ROLI partner. No email was publicly available; a TikTok DM pitch was drafted and delivered. Arc Score: 912/1000 (98th percentile) — the first-ever perfect Analytics score (150/150).

Total outreach to date: 65 personalized emails + 1 DM across founders, athletes, and entertainers. ~$1.5M investment opportunity identified across 30 athletes in 12 countries, with individual asks ranging from $25K to $80K.

10. Arc Score Case Studies

We've generated detailed Arc Score PDF reports for key prospects and partners, demonstrating the scoring engine's ability to evaluate diverse talent across categories:

NameCategoryArc ScorePercentileKey Insight
Ari Miller (@ariathome)Entertainer912/100098thFirst perfect Analytics score (150/150); 5.8M+ cross-platform audience
Andres ZubillagaEntrepreneur881/100097thCo-founder at Audos (Prehype); Dartmouth Phi Beta Kappa; $11.5M raised from True Ventures
Adam Sandler (Smoodi)Entrepreneur847/100095thCRO at YC + Harvard Innovation Lab-backed healthtech; serial founder (3 ventures); Fast Company 2025
Marcus SemonesEntrepreneur850/100095thFounder/builder of Human-Arc AI; cross-category expertise

Scoring Diversity: These four reports span two categories (Entrepreneur and Entertainer) and demonstrate the Arc Score's ability to evaluate fundamentally different profiles — from a YC-backed healthtech CRO with 3 ventures, to a venture studio co-founder with $11.5M raised, to a 5.8M-follower music creator. The scoring engine identifies undervalued talent regardless of industry or path.

11. Public Demo Platform

A fully public, no-login-required demo page is live at /demo, designed for investor presentations and due diligence. The demo includes:

Access: The demo is accessible at /demo without any login or account creation — designed for sharing with potential investors like the Audos group.

12. Current Data & Metrics

1,595
Investors in Directory
1,395
YC Companies Tracked
52
Scored Founders
30
Scored Athletes
65+
Outreach Emails Sent
12
Countries Covered
4
Arc Score PDF Reports
57
Follow-Up Emails (100% Delivery)
3
Categories with Live Prospects

Database Tables

TablePurpose
usersCore user profiles, AI scores, KYC status, roles
tokensHuman capital tokens with supply, price, lifecycle
tradesAll buy/sell transaction history
portfoliosCurrent token holdings per user
ai_score_historyTime-series AI score tracking
form_c_filingsSEC filing data and status
solana_contractsSmart contract code and deployment data
solana_deploymentsDeployment transaction hashes and addresses
audit_logsCompliance audit trail
staff_picksAI-curated top talent listings
invitesInvite codes, expiry, and redemption tracking
yc_foundersY Combinator company and founder data
investor_contactsVC and angel investor directory

13. Roadmap & Next Steps

Immediate (Next 30 Days)

Short-Term (60–90 Days)

Medium-Term (6 Months)

Long-Term Vision

The Vision: In a world where algorithms decide who gets capital, Human-Arc uses AI to find the people those algorithms miss. Every farmer denied a loan, every athlete cut from a roster, every founder rejected by VCs — they all have potential. We make that potential investable.