Claude Opus 4.8 (Thinking): benchmark results

Claude Opus 4.8 evaluated with thinking enabled. Provider: Anthropic. Released 2026-05-28. Access: API.

Aggregate Rating 1773 ± 16, rank #193 of 2170 rated models, from 61 benchmark results.

Strongest benchmark results

BenchmarkScoreMetricPercentile
ComboShoppingBench - Response Quality96.6Pass rate (%; LLM-judged)100
WorkBuddy Bench (Claude Code) - Code77.9Score (0-100) on the 80 repository-level software engineerin100
WorkBuddy Bench (Claude Code) - Web69.86Score (0-100) on the 70 front-end and GUI tasks scored by ru100
WorldCup Arena897Total points (out of 1790); a seven-market prediction card f100
WorldCup Arena - Match Outcome66.3Accuracy (%; home, draw or away pick on the 90-minute result100
Kagi LLM Benchmark88.8Accuracy (%)98.6
ReLE - Reasoning and Mathematics89.9Accuracy (%)98.6
ComboShoppingBench - Coupon-ID Validity100Pass rate (%)97.6
Game2Real-Bench - Toy Game - Constraint Reasoning62Accuracy (%)95.8
ReLE - Education - Primary School Subjects70.7Accuracy (%)94.9
ComboShoppingBench - Claim Faithfulness94.5Pass rate (%; LLM-judged)92.9
ComboShoppingBench - Coupon Legality98.6Pass rate (%)92.9

Interactive version: theaggregate.ai/model?slug=claude-opus-4-8-thinking · How It Works · Data refreshed daily, snapshot 2026-11-05.