Navigate
AI BENCHY
Advertise here

AI BENCHY Compare

DeepSeek: DeepSeek V4 Pro vs Poolside: Laguna XS 2.1

Summary

DeepSeek V4 Pro vs Laguna XS 2.1 benchmark comparison: DeepSeek V4 Pro leads on average score with 7.2 vs 7.0. DeepSeek V4 Pro has the lower benchmark cost at $0.034 vs $0.036. DeepSeek V4 Pro is faster at 6.41s vs 30.08s, with pass rates of 52.4% vs 44.4%.

Recommended model: DeepSeek V4 Pro - It has the best score here (7.2), while responding about 4.7x faster than Laguna XS 2.1.

Last updated at: 2026-07-02

Metric DeepSeek V4 Pro DeepSeek V4 Pro none Release: 2026-04-24 Laguna XS 2.1 Laguna XS 2.1 medium Release: 2026-07-02 Free Available
Score 7.2 7.0
Rank #60 #67
Reliability 9.9 10.0
Consistency 8.8 9.6
Tests Correct
Attempt pass rate 52.4% 44.4%
Flaky tests 3 1
Total Runs 63 63
Cost per result 0.333 0.392
Total Cost $0.034 $0.036
Input Price $0.435 / 1M $0.060 / 1M
Output Price $0.870 / 1M $0.120 / 1M
Total Input Tokens 53,558 45,324
Output Tokens 11,424 25,761
Reasoning Tokens 0 268,677
Response Time (avg) 6.41s 30.08s
Response Time (max) 30.09s 155.23s
Response Time (total) 134.66s 631.77s

Generation showcase

Hamster playing table tennis

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

#60 DeepSeek V4 Pro

none
Invalid SVG
Cost
$0.000
Time
300.0s
Tokens
0 tok

#67 Laguna XS 2.1

medium
Cost
$0.001
Time
30.6s
Tokens
4,678 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

Anti-AI Tricks Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V4 Pro 3.2 6.1 16.7% 2 4.02s 540 1,168 0
Laguna XS 2.1 4.8 10.0 25.0% 0 41.96s 774 353 73,090
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V4 Pro 5.6 10.0 33.3% 0 13.38s 7,275 5,500 0
Laguna XS 2.1 5.5 10.0 33.3% 0 70.35s 7,995 23,767 83,258
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V4 Pro 9.5 10.0 100.0% 0 23.74s 27,529 2,235 0
Laguna XS 2.1 9.6 10.0 100.0% 0 13.43s 18,033 507 5,908
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V4 Pro 10.0 10.0 100.0% 0 4.61s 7,568 200 0
Laguna XS 2.1 10.0 10.0 100.0% 0 4.50s 7,734 234 3,129
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V4 Pro 5.3 10.0 33.3% 0 3.72s 666 24 0
Laguna XS 2.1 2.9 7.2 11.1% 1 65.66s 834 17 91,533
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V4 Pro 5.0 10.0 0.0% 0 2.05s 471 126 0
Laguna XS 2.1 5.0 10.0 0.0% 0 4.15s 537 119 1,375
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V4 Pro 6.3 5.8 66.7% 1 4.12s 627 713 0
Laguna XS 2.1 9.8 10.0 100.0% 0 2.57s 753 82 1,844
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V4 Pro 10.0 10.0 100.0% 0 3.61s 594 442 0
Laguna XS 2.1 5.3 10.0 33.3% 0 3.43s 771 357 3,355
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V4 Pro 10.0 10.0 100.0% 0 7.40s 8,105 328 0
Laguna XS 2.1 10.0 10.0 100.0% 0 3.01s 7,638 309 748
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V4 Pro 3.0 10.0 0.0% 0 5.76s 183 688 0
Laguna XS 2.1 3.0 10.0 0.0% 0 10.88s 255 16 4,437

Quick Compare

Switch Comparison Pair