Navigate
AI BENCHY
AD
Track all your projects in one dashboard. Get 📊stats, 🔥heatmaps and 👀recordings in one self-hosted dashboard.
uxwizz.com

AI BENCHY Compare

Anthropic: Claude Opus 4.8 vs MiniMax: MiniMax M3

Last updated at: 2026-06-01

Metric Claude Opus 4.8 Claude Opus 4.8 none Release: 2026-05-28 MiniMax M3 MiniMax M3 medium Release: 2026-06-01
Score 7.3 7.3
Rank #66 #65
Reliability 10.0 9.6
Consistency 9.2 8.4
Tests Correct
Attempt pass rate 65.0% 68.3%
Flaky tests 2 6
Total Runs 60 60
Cost per result 4.324 1.083
Total Cost $0.519 $0.120
Input Price $5.000 / 1M $0.300 / 1M
Output Price $25.000 / 1M $1.200 / 1M
Output Tokens 8,098 46,884
Reasoning Tokens 0 85,935
Response Time (avg) 3.51s 68.44s
Response Time (max) 17.73s 431.03s
Response Time (total) 70.19s 1300.32s

Top Models by Score

Score vs Total Cost

Response Time (avg)

Score vs Response Time (avg)

Total Output Tokens

Score vs Total Output Tokens

Category Breakdown

Anti-AI Tricks Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Opus 4.8 6.5 10.0 50.0% 0 3.40s 1,472 0
MiniMax M3 5.5 3.7 66.7% 3 14.95s 874 3,414
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Opus 4.8 6.8 10.0 50.0% 0 3.59s 1,323 0
MiniMax M3 7.5 10.0 66.7% 1 185.58s 4,071 26,059
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Opus 4.8 9.5 10.0 100.0% 0 17.73s 3,259 0
MiniMax M3 10.0 10.0 100.0% 0 65.30s 1,306 6,253
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Opus 4.8 7.3 5.8 83.3% 1 1.77s 308 0
MiniMax M3 10.0 10.0 100.0% 0 14.92s 514 3,164
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Opus 4.8 5.3 7.2 44.4% 1 1.66s 61 0
MiniMax M3 6.0 10.0 44.4% 1 233.13s 16,254 19,070
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Opus 4.8 10.0 10.0 100.0% 0 3.48s 230 0
MiniMax M3 5.1 3.4 33.3% 1 33.25s 2,487 2,523
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Opus 4.8 9.9 10.0 100.0% 0 1.37s 95 0
MiniMax M3 9.8 10.0 100.0% 0 6.14s 103 920
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Opus 4.8 7.7 10.0 66.7% 0 2.74s 783 0
MiniMax M3 7.9 9.9 66.7% 0 49.91s 11,946 13,761
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Opus 4.8 10.0 10.0 100.0% 0 5.35s 355 0
MiniMax M3 10.0 10.0 100.0% 0 11.91s 281 555
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Opus 4.8 3.0 10.0 0.0% 0 3.41s 212 0
MiniMax M3 3.0 10.0 0.0% 0 100.80s 9,048 10,216

Quick Compare

Switch Comparison Pair