Pricing your AI product isn't just a business decision—it's a survival equation where your margins can evaporate overnight if you get it wrong. Unlike traditional SaaS where server costs are predictable and marginal costs approach zero, AI products carry variable costs that scale directly with usage, making every pricing mistake potentially catastrophic.
123456789101112// Usage monitoring and alerting system interface UsageConfig { softCap: number; hardCap: number; warningThresholds: number[]; // percentages overage: { allowed: boolean; rate: number; // cost per unit over cap maxOverage: number; }; }
123456789101112// Personalized pricing page that optimizes for conversion interface UserPricingContext { userId: string; currentPlan: string; usagePercentage: number; featureUsage: Record<string, number>; sessionCount: number; referralSource: string; companySize?: number; } function generatePricingPageConfig(context: UserPricingContext): PricingPageConfig {