Minimax M3.1 Flash (xhigh) vs Solar Pro 4 (medium)

Compared models

Rank: #243
Total Output Tokens: 165,306
Response Time (avg): 21.71s
Total Cost: $0.000

Rank: #241
Total Output Tokens: 408,067
Response Time (avg): 133.93s
Total Cost: $0.098

Recommended model Minimax M3.1 Flash (xhigh)

It has the best score here (6.4), while responding about 6.2x faster than Solar Pro 4 (medium).

Detailed comparison

Metric	Minimax M3.1 Flash Minimax M3.1 Flash xhigh Release: 2026-10-19 Free Available	Solar Pro 4 Solar Pro 4 medium Release: 2026-08-11

Metric	Minimax M3.1 Flash Minimax M3.1 Flash xhigh Release: 2026-10-19 Free Available	Solar Pro 4 Solar Pro 4 medium Release: 2026-08-11
Score	6.4	6.4
Rank	#243	#241
Reliability	10.0	9.9
Consistency	8.3	8.4
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	56.5%	60.9%
Flaky tests	5	5
Total Runs	69	69
Cost per result	0.000	0.673
Total Cost	$0.000	$0.098
Input Price	$0.000 / 1M	$0.090 / 1M
Output Price	$0.000 / 1M	$0.360 / 1M
Cache Read Price	N/A	$0.018 / 1M
Cache Write Price	N/A	N/A
Total Input Tokens	318,768	299,558
Output Tokens	9,865	33,248
Reasoning Tokens	155,441	374,819
Response Time (avg)	21.71s	133.93s
Response Time (max)	87.61s	519.91s
Response Time (total)	499.37s	3080.36s
Parameters	-	~100B
Availability	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

Hamster playing table tennis

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

#243 Minimax M3.1 Flash

xhigh

Cost: $0.000
Time: 91.1s
Tokens: 11,588 tok

#241 Solar Pro 4

medium

No showcase result has been generated for this model yet.

Cost: N/A
Time: -
Tokens: 0 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

Category:

Agentic	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Minimax M3.1 Flash	6.1	3.1	66.7%	1		87.61s	175,534	1,687	24,903
Solar Pro 4	4.7	3.1	33.3%	1		272.28s	211,656	2,505	39,151

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Minimax M3.1 Flash	6.5	10.0	50.0%	0		2.91s	2,838	161	2,461
Solar Pro 4	8.2	7.9	83.3%	1		53.37s	1,104	581	35,551

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Minimax M3.1 Flash	6.0	4.6	66.7%	2		20.38s	9,024	346	19,926
Solar Pro 4	5.5	7.4	44.4%	1		310.39s	6,960	24,549	98,680

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Minimax M3.1 Flash	7.3	5.8	83.3%	1		34.36s	110,684	6,847	28,992
Solar Pro 4	6.4	5.8	66.7%	1		294.82s	60,774	4,412	64,360

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Minimax M3.1 Flash	6.5	10.0	50.0%	0		949ms	2,802	111	332
Solar Pro 4	10.0	10.0	100.0%	0		43.08s	7,575	252	16,531

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Minimax M3.1 Flash	7.7	10.0	66.7%	0		50.99s	2,400	19	44,568
Solar Pro 4	3.0	10.0	0.0%	0		201.85s	1,007	25	59,990

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Minimax M3.1 Flash	5.0	10.0	0.0%	0		6.26s	1,032	88	1,391
Solar Pro 4	3.0	10.0	0.0%	0		48.00s	609	136	8,755

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Minimax M3.1 Flash	4.9	6.9	33.3%	1		1.72s	1,779	59	703
Solar Pro 4	9.8	10.0	100.0%	0		40.08s	909	76	12,588

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Minimax M3.1 Flash	7.8	9.9	66.7%	0		10.22s	2,313	227	8,704
Solar Pro 4	9.0	7.9	88.9%	1		45.83s	1,017	469	22,441

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Minimax M3.1 Flash	10.0	10.0	100.0%	0		2.78s	9,609	308	120
Solar Pro 4	10.0	10.0	100.0%	0		7.86s	7,620	225	768

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Minimax M3.1 Flash	3.0	10.0	0.0%	0		72.27s	753	12	23,341
Solar Pro 4	3.0	10.0	0.0%	0		108.62s	327	18	16,004

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