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MiniMax: MiniMax M2.7 vs Qwen: Qwen3.5-122B-A10B

Summary

MiniMax M2.7 (medium) vs Qwen3.5-122B-A10B benchmark comparison: Qwen3.5-122B-A10B leads on average score with 5.3 vs 5.2. Qwen3.5-122B-A10B has the lower benchmark cost at $0.020 vs $0.100. Qwen3.5-122B-A10B is faster at 3.41s vs 38.18s, with pass rates of 46.0% vs 31.8%.

Recommended model: Qwen3.5-122B-A10B - It has the best score here (5.3), while costing about 5.1x less than MiniMax M2.7 (medium).

Last updated at: 2026-07-10

Metric MiniMax M2.7 MiniMax M2.7 medium Release: 2026-03-18 Qwen3.5-122B-A10B Qwen3.5-122B-A10B none Release: 2026-02-24
Score 5.2 5.3
Rank #147 #145
Reliability 10.0 10.0
Consistency 6.8 9.6
Tests Correct
Attempt pass rate 46.0% 31.8%
Flaky tests 8 1
Total Runs 63 63
Cost per result 2.494 0.393
Total Cost $0.100 $0.020
Input Price $0.240 / 1M $0.260 / 1M
Output Price $0.960 / 1M $2.080 / 1M
Total Input Tokens 34,371 47,735
Output Tokens 8,981 3,383
Reasoning Tokens 89,812 0
Response Time (avg) 38.18s 3.41s
Response Time (max) 196.21s 46.00s
Response Time (total) 763.60s 71.59s

Generation showcase

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#147 MiniMax M2.7

medium
Cost
$0.022
Time
22.8s
Tokens
9,250 tok

#145 Qwen3.5-122B-A10B

none
Cost
$0.016
Time
44.5s
Tokens
6,431 tok

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) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.7 7.9 6.3 83.3% 2 40.32s 654 3,010 17,716
Qwen3.5-122B-A10B 4.8 10.0 25.0% 0 1.59s 696 312 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.7 5.7 9.1 33.3% 0 101.89s 2,961 1,231 38,841
Qwen3.5-122B-A10B 3.7 7.0 22.2% 1 2.77s 7,913 693 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.7 4.7 1.6 66.7% 1 41.03s 14,233 369 4,480
Qwen3.5-122B-A10B 3.0 10.0 0.0% 0 46.00s 20,175 1,137 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.7 6.3 5.8 66.7% 1 21.95s 7,152 187 5,882
Qwen3.5-122B-A10B 10.0 10.0 100.0% 0 1.01s 7,794 243 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.7 3.0 10.0 0.0% 0 19.00s 245 8 2,796
Qwen3.5-122B-A10B 5.3 10.0 33.3% 0 465ms 789 15 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.7 3.9 2.5 33.3% 1 38.70s 486 92 5,204
Qwen3.5-122B-A10B 5.0 10.0 0.0% 0 1.12s 522 66 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.7 3.8 5.8 33.3% 1 12.80s 687 350 2,600
Qwen3.5-122B-A10B 6.3 10.0 50.0% 0 513ms 711 69 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.7 5.9 7.2 55.6% 1 24.87s 675 362 7,840
Qwen3.5-122B-A10B 3.8 10.0 0.0% 0 1.00s 714 575 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.7 4.7 1.6 66.7% 1 12.05s 7,067 304 1,001
Qwen3.5-122B-A10B 10.0 10.0 100.0% 0 2.04s 8,211 264 0
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.7 3.0 10.0 0.0% 0 22.77s 211 3,068 3,452
Qwen3.5-122B-A10B 3.0 10.0 0.0% 0 295ms 210 9 0

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