Usage-based SaaS Tokenization Model Diagram

Strengths

• Friendly to light users, lowering the barrier to customer acquisition
• Clear marginal costs with significant economies of scale
• Revenue grows naturally as customer AI usage increases

Weaknesses

• Uncontrollable customer budgets leading to billing anxiety
• Need for continuous investment to lower compute costs to maintain competitiveness

Opportunities

• Explosion in AI application layer driving exponential growth in Token demand
• Gradual maturation and improvement of usage-based billing infrastructure

Threats

• Cloud giants entering the market with price wars, squeezing profit margins
• Impact of free open-source models

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