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AI Startup Funding Fundamentals

Covers funding rounds, valuation drivers, and unit‑economics for AI startups. See how to define milestones, choose a business model, and translate model performance into traction that investors understand.

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Business Model Fundamentals

Common AI Business Models#

  1. API-First Approach

    • Charge per API call or usage
    • Scalable revenue based on adoption
    • Examples: Language models, computer vision APIs
  2. Platform Model

    • Subscription-based access to AI tools
    • Enterprise licensing and custom deployments
    • Integration with existing workflows
  3. Data Network Effects

    • More users generate better training data
    • Improved models attract more users
    • Self-reinforcing competitive advantage

Key Performance Indicators (KPIs)#

  • Monthly Recurring Revenue (MRR)
  • Customer Acquisition Cost (CAC)
  • Lifetime Value (LTV)
  • API Usage Growth
  • Model Performance Metrics
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