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

Solar Pro 4 (high) leads on average score with 7.1 vs 7.0. Solar Pro 4 (high) has the lower benchmark cost at $0.046 vs $0.078. DeepSeek V3.2 (medium) is faster at 68.43s vs 120.58s, with pass rates of 65.2% vs 62.1%.

Last updated at: 2026-08-15

Rank
#116
Total Output Tokens
128,787
Response Time (avg)
68.43s
Total Cost
$0.078
Rank
#113
Total Output Tokens
363,194
Response Time (avg)
120.58s
Total Cost
$0.046
Recommended model DeepSeek V3.2 (medium)

Its score stays close to the best score here (7.0 vs 7.1), 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 7.0 7.1
Rank #116 #113
Reliability 10.0 10.0
Consistency 7.4 8.3
Attempts 66/66 66/66
Tests Correct
Attempt pass rate 65.2% 62.1%
Flaky tests 7 5
Total Runs 66 66
Cost per result 0.672 0.418
Total Cost $0.078 $0.046
Input Price $0.269 / 1M $0.030 / 1M
Output Price $0.400 / 1M $0.120 / 1M
Total Input Tokens 101,056 79,740
Output Tokens 11,832 23,357
Reasoning Tokens 116,955 339,837
Response Time (avg) 68.43s 120.58s
Response Time (max) 376.10s 491.07s
Response Time (total) 1505.53s 2652.77s
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.

#116 DeepSeek V3.2

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

#113 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

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