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Claude Haiku 5.5 (low) vs GPT-5.4 Nano (medium)

Claude Haiku 5.5 (low) leads on average score with 8.6 vs 8.0. Claude Haiku 5.5 (low) has the lower benchmark cost at $0.061 vs $0.235. Claude Haiku 5.5 (low) is faster at 7.51s vs 15.95s, with pass rates of 76.8% vs 66.7%.

Last updated at: 2026-10-19

Compared models

Rank
#75
Total Output Tokens
61,650
Response Time (avg)
7.51s
Total Cost
$0.061
Rank
#112
Total Output Tokens
110,910
Response Time (avg)
15.95s
Total Cost
$0.235
Recommended model Claude Haiku 5.5 (low)

It has the best score here (8.6), while costing about 3.9x less than GPT-5.4 Nano (medium).

Detailed comparison

Metric Claude Haiku 5.5 Claude Haiku 5.5 low Release: 2026-10-07 GPT-5.4 Nano GPT-5.4 Nano medium Release: 2026-03-17
Score 8.6 8.0
Rank #75 #112
Reliability 10.0 10.0
Consistency 8.9 8.6
Attempts 69/69 69/69
Tests Correct
Attempt pass rate 76.8% 66.7%
Flaky tests 3 4
Total Runs 69 69
Cost per result 0.378 1.432
Total Cost $0.061 $0.235
Input Price $0.100 / 1M $0.200 / 1M
Output Price $0.500 / 1M $1.250 / 1M
Cache Read Price $0.010 / 1M $0.020 / 1M
Cache Write Price $0.125 / 1M N/A
Total Input Tokens 296,301 237,088
Output Tokens 10,672 8,235
Reasoning Tokens 50,978 102,675
Response Time (avg) 7.51s 15.95s
Response Time (max) 44.43s 94.06s
Response Time (total) 172.74s 366.93s
Parameters ~50B ~120B total (~5B active)
Availability Closed 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.

#75 Claude Haiku 5.5

low
Cost
$0.001
Time
7.4s
Tokens
1,851 tok

#112 GPT-5.4 Nano

medium
Cost
$0.007
Time
24.6s
Tokens
4,943 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
Claude Haiku 5.5 7.9 7.5 77.8% 1 7.30s 10,608 531 11,618
GPT-5.4 Nano 6.1 4.7 66.7% 2 19.12s 7,305 516 20,778

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