Claude Opus 4.8 (xHigh): benchmark results

Claude Opus 4.8 evaluated at the xhigh reasoning-effort setting. Provider: Anthropic. Released 2026-05-28. Access: API.

Aggregate Rating 1858 ± 13, rank #60 of 2168 rated models, from 116 benchmark results.

Strongest benchmark results

BenchmarkScoreMetricPercentile
Business Utility Eval (Claude Code)0.42Business Utility (0-1)100
GDPevo50.63Mean accuracy (%), base, 24 task groups, three repetitions100
GDPevo - fewshot67.07Mean accuracy (%), fewshot, 24 task groups, three repetition100
GDPevo - reflect-359.27Mean accuracy (%), reflect-3, 24 task groups, three repetiti100
Nejumi 4 - jaster (0-shot) - JaMP85Exact match (%)100
Nejumi 4 - jaster (2-shot) - ALT English-to-Japanese92.75COMET wmt22 (x100)100
PTXBench (B200) - MHA Forward38.5Multi-head attention forward pass on B200: target-instructio100
PTXBench (B200) - MHA Forward Causal32.3Causal multi-head attention forward pass on B200: target-ins100
PTXBench (H100) - GEMM94.8GEMM on H100: target-instruction turn correctness rate (%) w100
PTXBench (H100) - MHA Backward79.2Multi-head attention backward pass on H100: target-instructi100
PTXBench (H100) - MHA Forward90.6Multi-head attention forward pass on H100: target-instructio100
PTXBench (H100) - MHA Forward Causal75Causal multi-head attention forward pass on H100: target-ins100

Interactive version: theaggregate.ai/model?slug=claude-opus-4-8-xhigh · How It Works · Data refreshed daily, snapshot 2026-10-20.