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Claude Opus 4.8 (batch)

Anthropic · released May 27, 2026

ProprietaryReasoningTool useStructured outputVisionBatch endpoint

Claude Opus 4.8 is Anthropic's most capable generally available model in the Opus family. It supports text, image, and file inputs with text output, with reasoning support and a 1M-token...

Specification

Context window
1M
Max output
128K
Knowledge cutoff
Not stated
Parameters
Undisclosed
Licence
Proprietary
Serving providers
1
Moderated
Yes

Intelligence

57.3

98th percentile

Coding

74.3

Coding Index

Agentic

49.4

Agentic Index

Output speed

Median across providers

Latency

Time to first token

Cost per task

$1.13

Estimated

Benchmarks

Where the score comes from

The Intelligence Index is a composite. These are the underlying evaluations this model was actually measured on.

Evaluation scores

Percentage correct · higher is better

  • τ²-bench (Telecom)
    94.4%
  • GPQA Diamond
    92.0%
  • AA-LCR (long context)
    73.0%
  • IFBench
    62.2%
  • Terminal-Bench Hard
    58.3%
  • SciCode
    53.5%
  • Humanity's Last Exam
    48.7%

An evaluation missing from this list was not run for this model — it is not a zero.

View as table
EvaluationScore
τ²-bench (Telecom)94.4%
GPQA Diamond92.0%
AA-LCR (long context)73.0%
IFBench62.2%
Terminal-Bench Hard58.3%
SciCode53.5%
Humanity's Last Exam48.7%

Against its peers

Intelligence Index · this model highlighted, nearest peers in grey

Peers are the models sitting closest on the Intelligence Index — the set you would realistically choose between.

View as table
ModelIntelligence
Qwen3.8 Max58.1
Claude Opus 4.8 (batch)57.3
Claude Opus 4.857.3
Muse Spark 1.256.8
GPT-5.6 Terra56.6
GPT-5.556.3
Grok 4.555.8
Claude Sonnet 555.3

Percentile among all indexed models

Intelligence98th
Coding94th
Agentic88th
Terminal work98th
Arena Elo86th

Pricing

What it costs to run

List prices per million tokens, plus what one representative task works out to.

List price

Input / 1M tokens
$2.5
Output / 1M tokens
$12.5
Cached input / 1M
$0.25
Blended 3:1
$5

One task, estimated

$1.13

Input tokens
50,000
Output tokens
80,000
Profile
Reasoning

Estimated from list pricing: 50K input tokens plus 80K output tokens for reasoning models (25K for non-reasoning).

Serving providers

Speed and latency figures are medians across these providers, so a widely-served model reports a blend rather than any single endpoint.

Arena

Head-to-head generation quality

Elo from pairwise judgements, broken out by the kind of thing the model was asked to build.

Overall Elo
1,285
Win rate
54.5%
Strongest at
Game development
Tournaments
1,981

Elo by category

Dot position on a 1,225–1,300 scale · Elo has no meaningful zero

Agent categories (full-stack apps, mobile apps) are only scored for models tested in agent harnesses.

View as table
CategoryEloWin rate
Game development128554.5%
UI components128254.7%
3D scenes127553.3%
Websites127054.1%
Data visualisation126554.6%
SVG122553.4%
Full-stack apps128562.2%
Mobile apps125557.5%