Cost per coding-agent request

Is Claude Opus 5.5 or GPT-6 Astra cheaper for coding agents?

For coding agents, GPT-6 Astra costs 3.9x as much as Claude Opus 5.5 per request ($0.41 vs $0.11 on our measured traffic), because Astra's rates are 2.5 times Opus 5.5's and its cache reads five times.

List prices: Anthropic pricing, OpenAI API pricing, checked 2026-10-13. Request costs: Standard Compute gateway data, 79,301 coding-agent requests from 75 users, Sep 13 to Oct 12, 2026. How we compute this

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Cost per coding-agent request, side by side

Cost at list priceOpus 5.5GPT-6 Astra
Prompt under 100K tokens50% of requests, 87% of input cached$0.053$0.15
Prompt of 100K to 272K39% of requests, 88% of input cached$0.13$0.39
Prompt over 272K tokens11% of requests, 86% of input cached$0.28$1.71
Average request$0.11$0.41
100 requests$10.66$41.25
Median session16 requests; a session ends after 10 idle minutes$1.47$4.49
A month of regular usemedian of 20 users active on 5+ days$155$583

Each logged request priced at the vendor's list rates for its own token counts, including cache reads and any higher rate for long prompts. Average output: 698 tokens per request.

What to watch for

Opus 5.5 also scores higher on Terminal-Bench 4.0 (64.9% vs 58.2%). If you want OpenAI, GPT-6.1 Sol matches Astra's Terminal-Bench score for $0.067 per request.

FAQ

Is Claude Opus 5.5 cheaper than GPT-6 Astra for coding agents?
Yes, at list prices. 100 average coding-agent requests cost $10.66 on Claude Opus 5.5 and $41.25 on GPT-6 Astra. A median 16-request session costs $1.47 vs $4.49. Measured on 79,301 real coding-agent requests (Sep 13 to Oct 12, 2026).
How much does a month of GPT-6 Astra vs Opus 5.5 cost?
For the median regular user in our data (1,478 requests in 30 days), about $583 on GPT-6 Astra and $155 on Claude Opus 5.5 at list price. Heavier users pay proportionally more.
Claude Opus 5.5 vs GPT-6 Astra: which is better for agents?
Claude Opus 5.5 scores higher on output quality (10.0/10 vs 9.7/10), while Claude Opus 5.5 is the cheaper option. Claude Opus 5.5 is best for the hardest coding and agent work, as the default flagship instead of Fable; GPT-6 Astra is best for the hardest coding and research tasks in OpenAI-based stacks, where cost is secondary. Live community votes on this page show what people actually prefer.
Can I switch between Claude Opus 5.5 and GPT-6 Astra in the same agent?
Yes. Model-agnostic agents (Cline, Aider, OpenClaw, Hermes Agent, Kilo Code, OpenCode, Continue) let you swap models per task — many people route hard tasks to the stronger model and routine work to the cheaper one.

Community vote

Pick a winner in each dimension. You can change your vote any time.

Output Quality
Correctness and depth of what it produces
Agentic Ability
Tool calls, instruction-following, and multi-step tasks
Speed
Tokens per second and time-to-first-token
Value for money
How much capability you get per dollar
Reliability
Consistent results: fewer refusals, loops and format breaks

Related comparisons

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