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Minimax M3.1 Flash (high) vs Step 3.7 Flash (high)

Step 3.7 Flash (high) leads on average score with 6.6 vs 6.5. Minimax M3.1 Flash (high) has the lower benchmark cost at $0.000 vs $1.478. Minimax M3.1 Flash (high) is faster at 34.00s vs 72.72s, with pass rates of 56.5% vs 58.0%.

Last updated at: 2026-10-19

Compared models

Rank
#228
Total Output Tokens
279,438
Response Time (avg)
34.00s
Total Cost
$0.000
Rank
#224
Total Output Tokens
1,100,052
Response Time (avg)
72.72s
Total Cost
$1.478
Recommended model Step 3.7 Flash (high)

It has the strongest score in this comparison (6.6) and the best overall balance of cost and response time across 2 models.

Detailed comparison

Metric Minimax M3.1 Flash Minimax M3.1 Flash high Release: 2026-10-19 Free Available Step 3.7 Flash Step 3.7 Flash high Release: 2026-05-29
Score 6.5 6.6
Rank #228 #224
Reliability 10.0 10.0
Consistency 7.2 8.5
Attempts 69/69 69/69
Tests Correct
Attempt pass rate 56.5% 58.0%
Flaky tests 8 4
Total Runs 69 69
Cost per result 0.000 12.267
Total Cost $0.000 $1.478
Input Price $0.000 / 1M $0.200 / 1M
Output Price $0.000 / 1M $1.150 / 1M
Cache Read Price N/A $0.040 / 1M
Cache Write Price N/A N/A
Total Input Tokens 357,984 421,200
Output Tokens 70,004 1,100,052
Reasoning Tokens 209,434 0
Response Time (avg) 34.00s 72.72s
Response Time (max) 280.72s 364.99s
Response Time (total) 781.92s 1672.53s
Parameters - 198B total (11B active)
Availability Closed Open source

Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.

Model generation showcase

Hamster playing table tennis

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

#228 Minimax M3.1 Flash

high
Cost
$0.000
Time
75.4s
Tokens
9,436 tok

#224 Step 3.7 Flash

high
Cost
$0.007
Time
63.6s
Tokens
6,030 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

Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Minimax M3.1 Flash 5.6 4.7 55.6% 2 36.78s 9,024 60,602 13,024
Step 3.7 Flash 4.0 6.0 22.2% 1 206.21s 6,057 327,340 0

Quick Compare

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Minimax M3.1 FlashhighFree AvailablevsQwen3.6 35B A3BmediumMercury 2mediumvsStep 3.7 FlashhighClaude Sonnet 5.5mediumvsMinimax M3.1 FlashhighFree AvailableBeam 1.0 501B A23BmediumvsStep 3.7 FlashhighKAT-Coder-Pro V2.5lowvsStep 3.7 FlashhighMinimax M3.1 FlashhighFree AvailablevsBeam 1.0 501B A23BxhighLongCat 2.0lowvsStep 3.7 FlashhighMinimax M3.1 FlashhighFree AvailablevsGLM 5.3lowQwen3.7 FlashmediumvsStep 3.7 FlashhighKAT-Coder-Pro V2.5lowvsMinimax M3.1 FlashhighFree AvailableMinimax M3.1 FlashhighFree AvailablevsGLM 5.1noneMinimax M3.1 FlashhighFree AvailablevsBeam 1.0 501B A23Bmedium