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DeepSeek V3.2 (medium) vs Solar Pro 4 (high)

The average score is effectively tied at 6.3 vs 6.3. DeepSeek V3.2 (medium) has the lower benchmark cost at $0.145 vs $0.164. DeepSeek V3.2 (medium) is faster at 70.08s vs 128.91s, with pass rates of 62.3% vs 60.9%.

Last updated at: 2026-10-01

Compared models

Rank
#222
Total Output Tokens
143,160
Response Time (avg)
70.08s
Total Cost
$0.145
Rank
#219
Total Output Tokens
402,203
Response Time (avg)
128.91s
Total Cost
$0.164
Recommended model DeepSeek V3.2 (medium)

It has the best score here (6.3), while responding about 1.8x faster than Solar Pro 4 (high).

Detailed comparison

Metric DeepSeek V3.2 DeepSeek V3.2 medium Release: 2025-12-01 Solar Pro 4 Solar Pro 4 high Release: 2026-08-11
Score 6.3 6.3
Rank #222 #219
Reliability 10.0 10.0
Consistency 7.5 8.0
Attempts 69/69 69/69
Tests Correct
Attempt pass rate 62.3% 60.9%
Flaky tests 7 6
Total Runs 69 69
Cost per result 1.250 0.652
Total Cost $0.145 $0.164
Input Price $0.280 / 1M $0.090 / 1M
Output Price $0.420 / 1M $0.360 / 1M
Total Input Tokens 306,662 209,002
Output Tokens 17,819 24,675
Reasoning Tokens 125,341 377,528
Response Time (avg) 70.08s 128.91s
Response Time (max) 376.10s 491.07s
Response Time (total) 1611.86s 2965.04s
Parameters 671B total (37B active) ~100B
Availability Open source Closed

Model generation showcase

Hamster playing table tennis

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

#222 DeepSeek V3.2

medium
Cost
$0.001
Time
53.6s
Tokens
1,932 tok

#219 Solar Pro 4

high
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

Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V3.2 6.0 7.2 55.6% 1 248.68s 5,717 649 52,014
Solar Pro 4 5.7 9.9 33.3% 0 244.73s 7,887 18,577 101,928

Quick Compare

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