Real-World API Cost Analysis: Token Price is a Bad Proxy, Retries and Billing Models Matter More

Few-Market-6535 · reddit · 2026-08-31

Following DeepSeek's price hike, a user analyzed the real cost of their batch invoice processing job. They found that token price is a misleading metric: due to a 20% retry rate and peak-hour billing, the 'cheapest' model ranked third in cost per successful invoice. The user compared MiniMax M3's fixed monthly token pool, which, despite non-rollover, offers predictable spending against metered volatility. This highlights the gap between token pricing and actual effective cost.

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