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OpenAI: GPT-5.5 vs Poolside: Laguna XS 2.1

Summary

GPT-5.5 vs Laguna XS 2.1 benchmark comparison: GPT-5.5 leads on average score with 9.3 vs 5.3. Laguna XS 2.1 has the lower benchmark cost at $0.003 vs $0.907. Laguna XS 2.1 is faster at 722ms vs 9.76s, with pass rates of 85.7% vs 31.8%.

Recommended model: GPT-5.5 - It has the strongest score in this comparison (9.3) and the best overall balance of cost and response time across all 2 models.

Last updated at: 2026-07-02

Metric GPT-5.5 GPT-5.5 low Release: 2026-04-24 Laguna XS 2.1 Laguna XS 2.1 none Release: 2026-07-02 Free Available
Score 9.3 5.3
Rank #4 #128
Reliability 10.0 10.0
Consistency 10.0 9.0
Tests Correct
Attempt pass rate 85.7% 31.8%
Flaky tests 0 3
Total Runs 63 63
Cost per result 5.035 0.058
Total Cost $0.907 $0.003
Input Price $5.000 / 1M $0.060 / 1M
Output Price $30.000 / 1M $0.120 / 1M
Total Input Tokens 34,209 41,148
Output Tokens 2,046 3,451
Reasoning Tokens 22,460 0
Response Time (avg) 9.76s 722ms
Response Time (max) 56.19s 2.30s
Response Time (total) 204.92s 15.17s

Generation showcase

Hamster playing table tennis

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

#4 GPT-5.5

low
Cost
$0.068
Time
37.0s
Tokens
2,339 tok

#128 Laguna XS 2.1

none
Cost
$0.001
Time
27.6s
Tokens
4,344 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
GPT-5.5 10.0 10.0 100.0% 0 4.41s 606 238 1,020
Laguna XS 2.1 5.3 8.3 33.3% 1 755ms 774 1,015 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
GPT-5.5 10.0 10.0 100.0% 0 15.04s 7,302 423 6,402
Laguna XS 2.1 4.3 7.8 22.2% 1 623ms 7,995 562 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
GPT-5.5 10.0 10.0 100.0% 0 9.56s 11,019 303 717
Laguna XS 2.1 3.0 10.0 0.0% 0 1.76s 14,197 402 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
GPT-5.5 10.0 10.0 100.0% 0 3.28s 7,140 228 157
Laguna XS 2.1 10.0 10.0 100.0% 0 768ms 7,734 240 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
GPT-5.5 5.3 10.0 33.3% 0 28.05s 723 69 11,609
Laguna XS 2.1 5.3 10.0 33.3% 0 364ms 834 14 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
GPT-5.5 10.0 10.0 100.0% 0 5.17s 477 133 245
Laguna XS 2.1 5.0 10.0 0.0% 0 529ms 537 128 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
GPT-5.5 9.9 10.0 100.0% 0 3.74s 660 93 415
Laguna XS 2.1 3.8 5.8 33.3% 1 364ms 638 50 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
GPT-5.5 10.0 10.0 100.0% 0 4.74s 642 279 954
Laguna XS 2.1 3.0 10.0 0.0% 0 1.01s 771 730 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
GPT-5.5 10.0 10.0 100.0% 0 4.96s 5,445 250 101
Laguna XS 2.1 10.0 10.0 100.0% 0 1.36s 7,413 300 0
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
GPT-5.5 3.0 10.0 0.0% 0 10.06s 195 30 840
Laguna XS 2.1 3.0 10.0 0.0% 0 254ms 255 10 0

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