Entrepreneur / Business Owner
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- Choose a viable business model and understand how money, customers and risk fit together
- Build repeatable demand and an operating system that does not depend on founder heroics
- Grow from self-employment into a scalable business with leadership, systems and AI leverage
Benchmark: Current Entrepreneur-in-Residence / venture-builder postings (Human Agency, Banyan Software) + OpenAI 2026 small-business AI research + MIT entrepreneurship practice. This path is cash-flow and operator oriented rather than venture-scale by default. Market refresh: opportunity selection; business-model design; cash-flow discipline; customer acquisition and pricing; operations and delegation; legal/risk basics; hiring and culture; scalable systems; multi-channel growth; AI as a flexible capability layer for marketing, service, analysis and operations.
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Choose a viable business model and understand how money, customers and risk fit together
Opportunity selection, positioning + business-model economics
Coverage: Entrepreneurship / Market Research / Strategy / Business Models
Cash discipline, legal structure + financing choices
Coverage: Small-Business Finance / Cash Flow / Legal / Funding / Risk
Build repeatable demand and an operating system that does not depend on founder heroics
Sales, marketing + customer-acquisition economics
Coverage: Sales / Marketing / Growth / Pricing / Customer Economics
Processes, delegation + AI-enabled workflow design
Coverage: Operations / Process Design / Automation / AI Productivity / Controls
Grow from self-employment into a scalable business with leadership, systems and AI leverage
People leadership, culture + management systems
Coverage: People Management / Hiring / Coaching / Culture / Performance
Expansion, resilience + AI-native leverage
Coverage: Scale / Diversification / Strategic Finance / AI Automation / Governance
Role-Readiness Proof / Capstone
Launch or materially improve a real or simulated operating business. Select a customer problem and business model; interview customers and test willingness-to-pay; build a simple offer and sales process; model revenue, gross margin, cash conversion and 12-month cash flow; choose legal/funding assumptions; acquire an initial cohort of customers; document the end-to-end operating process and supplier/vendor dependencies; delegate at least one recurring workflow with controls; establish a KPI dashboard and monthly business review; implement one AI-enabled workflow with human verification; then produce a growth plan covering pricing, channel mix, hiring, capital needs, resilience and owner time leverage.
Proof Rubric
- Prove a business can operate, not just launch: real customer evidence
- coherent unit economics and cash visibility
- repeatable acquisition / sales motion
- pricing discipline
- reliable fulfillment and service process
- legal / financial hygiene
- delegation and standard work
- KPI-driven decisions
- resilient supplier and capacity planning
- responsible AI use with source checks and approvals
- and a growth plan that improves both enterprise value and the owner's leverage rather than simply increasing workload