The original headline is "Stop Guessing: Real Numbers on Enterprise vs Startup AI API Costs"

Short summary

Direct AI API providers offer cheaper-per-token rates, but startups face friction (WeChat payments, fragmented dashboards, expiring credits) that favors aggregators like Global API (40x cheaper via DeepSeek routing). Enterprises require 99.9% SLAs, dedicated capacity, custom DPAs, and Net-30 invoicing—features that justify premium tiers. Both personas optimize by abandoning the "go direct" strategy.

• •Startups save 97.5% switching from direct GPT-4o to DeepSeek V4 Flash via aggregators, but face friction with direct providers (WeChat, expiring credits, separate dashboards)
• •Enterprises cannot use free tiers—they require 99.9% SLAs, dedicated capacity, custom DPAs, and Net-30 invoicing
• •Single API key accessing 184 models beats model lock-in and operational overhead of committing to individual direct providers

Generated with AI, which can make mistakes.