See what your AI agent really costs

GPT-6 Astra vs Claude Opus 5.5: API pricing and agent cost

ModelProviderInput $/1MOutput $/1MCached $/1MPer taskPer month
GPT-6 AstraOpenAI$10.0$50.0$1.0$0.3500$1,050.00
Claude Opus 5.5Anthropic$4$20$0.2$0.1400$420.00

For an agent making 5 tool calls per task (3,000 input and 800 output tokens per call) and running 100 tasks a day, Claude Opus 5.5 is the cheaper option at $420.00 a month, versus $1,050.00 for GPT-6 Astra (2.5× the cost).

This compares list prices only, not quality. Prompts with more than 272K input tokens are priced at 2x input and cache rates and 1.5x output for the full request (OpenAI model page). Derived long-context rate: $20 in / $2 cached / $75 out.

Run your own numbers

Sources: OpenAI, Anthropic (checked 2026-10-25)

Get the TokenTab newsletter

Model price changes and agent cost tips, straight to your inbox. Unsubscribe anytime; we only use your email for this newsletter.