Models

Claude Opus 4.8 vs O4 Mini

Compare Claude Opus 4.8 from Anthropic and O4 Mini from OpenAI on key metrics including benchmarks, price, context length, and other model features. Access both models and hundreds of others through the AIHubMix API.

AnthropicClaude Opus 4.8OpenAIO4 Mini
Anthropic logo
Claude Opus 4.8
Anthropic · text, image, pdf → text

Claude Opus 4.8 is Anthropic’s newest and most powerful publicly available model. It is suitable for the most complex tasks. It is Anthropic’s strongest model for complex reasoning, long-horizon agent programming, and highly autonomous work.claude-opus-4-8 does not display thought content by default; you need to set the additional parameter "display": "summarized" to enable it

Input$5 /M
Output$25 /M
Cache read$0.5 /M
OpenAI logo
O4 Mini
OpenAI · text, image, pdf → text

o4-mini is a remarkably smart model for its speed and cost-efficiency. This allows it to support significantly higher usage limits than o3, making it a strong high-volume, high-throughput option for everyone with questions that benefit from reasoning.

Input$1.1 /M
Output$4.4 /M
Cache read$0.275 /M

Pricing & Specifications

Prices are per million tokens. Time to First Token and throughput are rolling averages measured on AIHubMix.

Claude Opus 4.8
O4 Mini
Input /M
$5
$1.1
Output /M
$25
$4.4
Cache read /M
$0.5
$0.275
Context length
1,000,000
200,000
Max output
128,000
100,000
Time to First Token
1.1 s
5.8 s
Throughput
82.6 tok/s
123.4 tok/s
Modalities
textimagepdf
textimagepdf
Supported Parameters
thinkingtoolsfunction callingstructured outputs
thinkingtoolfunction callingstructured outputs
API Formats
chat_completions · claude_api
Released
May 28, 2026
April 16, 2025

Promotional prices show the discounted rate; see each model page for promotion windows.

Activity Past 30 Days

Daily traffic served through AIHubMix — how demand for each model is trending.

claude-opus-4-8o4-mini

Tokens / day

-

Requests / day

-

Performance Past 3 Days

Measured on real AIHubMix traffic, hourly buckets. Gaps mean no traffic in that hour.

claude-opus-4-8o4-mini

Throughput (tok/s)

-

TTFT (s)

-

Uptime (%)

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LMArena Benchmarks

LMArena ratings by capability (Bradley-Terry, commonly called Elo). Higher is better.

Text
claude-opus-4-8o4-mini
13201380144015001560
Overall
13901473
Coding
14321527
Math
14161474
Hard prompts
14061503
Instruction following
13681477
Multi-turn
13811495
Creative writing
13381465
Longer query
13681499
Chinese
14001523
English
14031480
Vision
claude-opus-4-8o4-mini
11801220126013001340
Overall
12011279
OCR
12081294
Diagram
12171309
Homework
12511320

Source: LMArena (arena.ai) leaderboard, imported by AIHubMix. Models without published ratings are omitted per chart.

Cost calculator

Estimate your monthly bill for the same workload on each model.

O4 Mini
$132 /mo
Claude Opus 4.8
$675 /mo

Monthly = daily × 30. Discounted rates applied where a promotion is active.

FAQ

Which is cheaper: Claude Opus 4.8, O4 Mini?

O4 Mini: $4.4/M output tokens; Claude Opus 4.8: $25/M. Use the cost calculator above to estimate your own workload.

How do their coding arena scores compare?

Claude Opus 4.8: 1527; O4 Mini: 1432 (LMArena coding leaderboard).

Which responds faster?

Claude Opus 4.8: 1.1s time to first token measured on AIHubMix; see the live performance charts above for how each model behaves across the day.

How large is each context window?

Claude Opus 4.8 accepts 1,000,000 and O4 Mini accepts 200,000 input tokens. Maximum output per request is 128,000 tokens on Claude Opus 4.8 and 100,000 tokens on O4 Mini.

Which one generates tokens faster?

O4 Mini at 123.4 tok/s and Claude Opus 4.8 at 82.6 tok/s, measured as output throughput on AIHubMix — a separate metric from time to first token.

What inputs and capabilities does each model support?

Claude Opus 4.8 accepts text, image and PDF input and supports thinking, tool calling, function calling and structured outputs; O4 Mini accepts text, image and PDF input and supports thinking, tool calling, function calling and structured outputs.

Can I call Claude Opus 4.8 and O4 Mini with the same API key?

Yes. AIHubMix serves every model on this page behind one OpenAI-compatible endpoint, so switching between them is a one-line change to the model field — no second account, key or SDK.

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