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Arcee AI: Trinity Large Preview vs OpenAI: GPT-5.4 Mini

Last updated at: 2026-04-29

Metric Trinity Large Preview Trinity Large Preview none Release: 2026-01-27 GPT-5.4 Mini GPT-5.4 Mini none Release: 2026-03-17
Score 5.3 5.1
Rank #102 #112
Reliability N/A N/A
Consistency 9.6 8.6
Tests Correct
Attempt pass rate 29.6% 35.2%
Flaky tests 1 3
Total Runs 52 54
Cost per result 0.000 0.630
Total Cost $0.000 $0.032
Input Price $0.150 / 1M $0.750 / 1M
Output Price $0.450 / 1M $4.500 / 1M
Output Tokens 1,985 2,418
Reasoning Tokens 0 0
Response Time (avg) 5.07s 1.17s
Response Time (max) 39.47s 2.52s
Response Time (total) 91.23s 21.01s

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) Output Tokens Reasoning Tokens
Trinity Large Preview 3.0 10.0 0.0% 0 3.02s 593 0
GPT-5.4 Mini 3.1 8.1 8.3% 1 929ms 654 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Trinity Large Preview 6.3 10.0 0.0% 0 39.47s 142 0
GPT-5.4 Mini 10.0 10.0 100.0% 0 1.19s 333 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Trinity Large Preview 3.0 10.0 0.0% 0 8.91s 294 0
GPT-5.4 Mini 3.0 10.0 0.0% 0 2.52s 298 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Trinity Large Preview 10.0 10.0 100.0% 0 3.26s 186 0
GPT-5.4 Mini 10.0 10.0 100.0% 0 1.30s 222 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Trinity Large Preview 5.3 10.0 33.3% 0 877ms 25 0
GPT-5.4 Mini 3.5 4.4 33.3% 2 937ms 88 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Trinity Large Preview 4.4 9.9 0.0% 0 2.86s 124 0
GPT-5.4 Mini 4.8 10.0 0.0% 0 1.82s 174 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Trinity Large Preview 4.1 6.7 16.7% 1 1.09s 63 0
GPT-5.4 Mini 6.3 10.0 50.0% 0 728ms 101 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Trinity Large Preview 5.4 10.0 33.3% 0 3.30s 291 0
GPT-5.4 Mini 5.4 10.0 33.3% 0 860ms 293 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Trinity Large Preview 10.0 10.0 100.0% 0 6.67s 267 0
GPT-5.4 Mini 3.0 10.0 0.0% 0 2.32s 255 0

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