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GPT-4o vs Claude 3.5 Sonnet: A Detailed API Cost Comparison

May 12, 2026 6 min readBy TokenCalc Editor

Choosing the right AI model for your application isn't just about performance—it's about economics. In mid-2026, the battle for the "cost-efficiency king" is primarily between OpenAI's GPT-4o and Anthropic's Claude 3.5 Sonnet.

The Pricing Breakdown

As of today, GPT-4o remains highly competitive at $2.50 per 1M input tokens and $10.00 per 1M output tokens. Claude 3.5 Sonnet matches this pricing closely while offering superior reasoning in many benchmarks.

The Role of Prompt Caching

One area where Claude 3.5 Sonnet shines is its implementation of prompt caching. For high-volume applications, Anthropic's caching can reduce input costs by up to 90%.

Verdict

If your application requires short, non-repetitive prompts, GPT-4o often edges out. For context-heavy agentic workflows, Claude 3.5 Sonnet's caching architecture often results in a lower bill.