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Compared models

Minimax M3.1 Flash (high) vs DeepSeek V4.1 Flash 1017 (high) vs GPT-5.6 Sol (high) vs Claude Opus 5 (high) benchmark comparison: GPT-5.6 Sol (high) leads on Score with 9.5. Minimax M3.1 Flash (high) leads on Reliability with 10.0. Minimax M3.1 Flash (high) has the lowest Total Cost at $0.000. GPT-5.6 Sol (high) is fastest at 13.59s.

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
#126
Total Output Tokens
911,334
Response Time (avg)
58.56s
Total Cost
$0.589
Rank
#22
Total Output Tokens
32,071
Response Time (avg)
13.59s
Total Cost
$1.595
Rank
#27
Total Output Tokens
105,662
Response Time (avg)
25.31s
Total Cost
$4.524
Recommended model GPT-5.6 Sol (high)

It has the best score here (9.5), while costing about 1.6x less than the other models in this comparison.

Detailed comparison

Metric Minimax M3.1 Flash Minimax M3.1 Flash high Release: 2026-10-19 Free Available DeepSeek V4.1 Flash 1017 DeepSeek V4.1 Flash 1017 high Release: 2026-10-18 GPT-5.6 Sol GPT-5.6 Sol high Release: 2026-07-09 Claude Opus 5 Claude Opus 5 high Release: 2026-07-25
Score 6.5 7.8 9.5 9.4
Rank #228 #126 #22 #27
Reliability 10.0 10.0 10.0 10.0
Consistency 7.2 7.8 8.9 10.0
Attempts 69/69 69/69 69/69 69/69
Tests Correct
Attempt pass rate 56.5% 71.0% 89.9% 82.6%
Flaky tests 8 6 3 0
Total Runs 69 69 69 69
Cost per result 0.000 4.530 8.020 23.809
Total Cost $0.000 $0.589 $1.595 $4.524
Input Price $0.000 / 1M $0.150 / 1M $2.000 / 1M $5.000 / 1M
Output Price $0.000 / 1M $0.600 / 1M $10.000 / 1M $25.000 / 1M
Cache Read Price N/A $0.003 / 1M $0.200 / 1M $0.500 / 1M
Cache Write Price N/A N/A $2.500 / 1M $6.250 / 1M
Total Input Tokens 357,984 279,873 195,567 376,421
Output Tokens 70,004 7,049 5,841 67,688
Reasoning Tokens 209,434 904,285 26,230 37,974
Response Time (avg) 34.00s 58.56s 13.59s 25.31s
Response Time (max) 280.72s 440.77s 59.99s 159.01s
Response Time (total) 781.92s 1346.87s 312.61s 582.11s
Parameters - ~748B total (~16B active) ~2T total (~150B active) ~5T total (~500B active)
Availability Closed Open source Closed Closed

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

Solar System Animation

Prompt: Create a single-file HTML/CSS animation of the Solar System against a dark background, using no JavaScript or external images. The output must feature a stationary Sun and all 8 primary planets (Mercury through Neptune) orbiting it continuously in the correct order using infinite CSS loops. Also include the Moon orbiting Earth and add labels to the planets. The design must be scalable and optimized for a 1:1 aspect ratio by default.

#228 Minimax M3.1 Flash

high
Cost
$0.000
Time
68.9s
Tokens
9,934 tok

#126 DeepSeek V4.1 Flash 1017

high
Cost
$0.015
Time
115.5s
Tokens
28,529 tok

#22 GPT-5.6 Sol

high
Cost
$0.285
Time
119.2s
Tokens
9,676 tok

#27 Claude Opus 5

high
Cost
$0.222
Time
95.2s
Tokens
9,135 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
DeepSeek V4.1 Flash 1017 4.5 1.4 66.7% 3 196.67s 7,434 217 446,179
GPT-5.6 Sol 10.0 10.0 100.0% 0 12.52s 7,302 404 5,656
Claude Opus 5 10.0 10.0 100.0% 0 12.73s 10,590 7,547 1,721

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