Cost per coding-agent request

Is Claude Opus 4.8 or GPT-5.4 cheaper for coding agents?

For coding agents, Claude Opus 4.8 costs 1.5x as much as GPT-5.4 per request ($0.16 vs $0.10 on our measured traffic), because Claude Opus 4.8 lists at $5 input, $0.50 cached input and $25 output per million tokens against $2.50, $0.25 and $15 for GPT-5.4, and GPT-5.4 charges more for prompts over 272K tokens.

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 price	GPT-5.4	Opus 4.8
Prompt under 100K tokens50% of requests, 87% of input cached	$0.040	$0.079
Prompt of 100K to 272K39% of requests, 88% of input cached	$0.099	$0.20
Prompt over 272K tokens11% of requests, 86% of input cached	$0.43	$0.43
Average request	$0.10	$0.16
100 requests	$10.49	$16.23
Median session16 requests; a session ends after 10 idle minutes	$1.15	$2.25
A month of regular usemedian of 20 users active on 5+ days	$148	$249

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.

Benchmarks, speed and latency, side by side

Artificial Analysis	GPT-5.4	Opus 4.8
Intelligence Index10 evaluations, 0 to 100	39 (estimate)	42
Terminal-Bench 4.0agentic coding in a terminal	n/a	21.7%
Output speedmedian	95 tokens/s	62 tokens/s
Time to first answer tokenincludes thinking time	3.3 min	66 s

Source: Artificial Analysis (artificialanalysis.ai). Measured variants: GPT-5.4 (Xhigh), speed on OpenAI; Claude Opus 4.8 (Max), speed on Anthropic. Fetched October 13, 2026. Artificial Analysis runs Terminal-Bench 4.0 in its own setup, so its scores differ from the tbench.ai leaderboard.

What to watch for

Claude Opus 4.8 is superseded: Claude Opus 5.5 costs $0.11 per request. GPT-5.4 scores close to it on the benchmarks above, so the cheaper request is not bought with much lower ability.

FAQ

Is GPT-5.4 cheaper than Claude Opus 4.8 for coding agents?

Yes, at list prices. 100 average coding-agent requests cost $10.49 on GPT-5.4 and $16.23 on Claude Opus 4.8. A median 16-request session costs $1.15 vs $2.25. Measured on 79,301 real coding-agent requests (Sep 13 to Oct 12, 2026).

How much does a month of Opus 4.8 vs GPT-5.4 cost?

For the median regular user in our data (1,478 requests in 30 days), about $249 on Claude Opus 4.8 and $148 on GPT-5.4 at list price. Heavier users pay proportionally more.

Claude Opus 4.8 vs GPT-5.4: which is better for agents?

Claude Opus 4.8 scores higher on output quality (8.0/10 vs 7.7/10), while GPT-5.4 is the cheaper option. Claude Opus 4.8 is best for existing Opus 4.8 setups until they move to Opus 5.5; GPT-5.4 is best for existing GPT-5.4 setups that have not moved to the GPT-6 family. Live community votes on this page show what people actually prefer.

Can I switch between Claude Opus 4.8 and GPT-5.4 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.