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DeepSeek V4 Flash 0423 (high) vs Kimi K3.1 Pro (high)

Kimi K3.1 Pro (high) leads on average score with 8.2 vs 8.1. DeepSeek V4 Flash 0423 (high) has the lower benchmark cost at $0.261 vs $1.646. Kimi K3.1 Pro (high) is faster at 54.31s vs 55.99s, with pass rates of 71.0% vs 79.7%.

Last updated at: 2026-10-24

Compared models

Rank
#111
Total Output Tokens
203,134
Response Time (avg)
55.99s
Total Cost
$0.261
Rank
#107
Total Output Tokens
114,612
Response Time (avg)
54.31s
Total Cost
$1.646
Recommended model DeepSeek V4 Flash 0423 (high)

Its score stays close to the best score here (8.1 vs 8.2), while costing about 6.3x less than Kimi K3.1 Pro (high).

Detailed comparison

Metric DeepSeek V4 Flash 0423 DeepSeek V4 Flash 0423 high Release: 2026-04-24 Kimi K3.1 Pro Kimi K3.1 Pro high Release: 2026-10-24
Score 8.1 8.2
Rank #111 #107
Reliability 10.0 8.5
Consistency 8.6 8.4
Attempts 69/69 69/69
Tests Correct
Attempt pass rate 71.0% 79.7%
Flaky tests 4 5
Total Runs 69 69
Cost per result 0.547 10.288
Total Cost $0.261 $1.646
Input Price $0.002 / 1M $2.000 / 1M
Output Price $1.280 / 1M $10.000 / 1M
Cache Read Price $0.002 / 1M $0.200 / 1M
Cache Write Price N/A N/A
Total Input Tokens 298,794 249,927
Output Tokens 45,873 10,175
Reasoning Tokens 188,721 104,437
Response Time (avg) 55.99s 54.31s
Response Time (max) 218.13s 601.80s
Response Time (total) 1287.87s 1249.02s
Parameters 284B total (13B active) ~2.8T total (~104B active)
Availability Open source 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.

#111 DeepSeek V4 Flash 0423

high
Cost
$0.003
Time
93.1s
Tokens
7,926 tok

#107 MoonshotAI: Kimi K3.1 Pro

high
Cost
$0.074
Time
141.9s
Tokens
7,498 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 V4 Flash 0423 7.8 10.0 66.7% 0 50.60s 7,279 395 34,862
Kimi K3.1 Pro 10.0 10.0 100.0% 0 24.94s 8,070 464 9,637

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