AI BENCHY Compare
OpenAI: GPT-4o-mini vs OpenAI: GPT-5.4
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Last updated at: 2026-03-05
| Metric | OpenAI: GPT-4o-mini none Release: 2024-07-18 | OpenAI: GPT-5.4 none Release: 2026-03-05 |
|---|---|---|
| Rank | #46 | #44 |
| Avg Score | 4.1 | 4.6 |
| Tests Correct | ||
| Consistency | 10.0 | 8.9 |
| Cost per result | 0.111 | 1.496 |
| Total Cost | $0.005 | $0.090 |
| Attempt pass rate | 26.7% | 44.4% |
| Flaky tests | 0 | 2 |
| common.totalAttempts | 45 (15 x 3) | 45 (15 x 3) |
| Output Tokens | 1,528 | 1,635 |
| Reasoning Tokens | 0 | 0 |
| Response Time (avg) | 2.21s | 1.46s |
| Response Time (max) | 7.58s | 2.89s |
| Response Time (total) | 17.69s | 21.86s |
Response Time (avg)
Score vs Total Cost
Avg Score vs Response Time (avg)
Category Breakdown
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| OpenAI: GPT-4o-mini | 4.0 | 10.0 | 33.3% | 0 | 1.83s | 180 | 0 | |
| OpenAI: GPT-5.4 | 10.0 | 7.3 | 11.1% | 1 | 1.41s | 388 | 0 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| OpenAI: GPT-4o-mini | 10.0 | 10.0 | 0.0% | 0 | 7.58s | 568 | 0 | |
| OpenAI: GPT-5.4 | 10.0 | 10.0 | 0.0% | 0 | 2.89s | 291 | 0 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| OpenAI: GPT-4o-mini | 9.9 | 10.0 | 100.0% | 0 | 1.27s | 183 | 0 | |
| OpenAI: GPT-5.4 | 9.9 | 10.0 | 100.0% | 0 | 1.04s | 222 | 0 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| OpenAI: GPT-4o-mini | 10.0 | 10.0 | 0.0% | 0 | 637ms | 15 | 0 | |
| OpenAI: GPT-5.4 | 4.0 | 7.2 | 44.4% | 1 | 1.07s | 50 | 0 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| OpenAI: GPT-4o-mini | 4.5 | 10.0 | 0.0% | 0 | 1.27s | 69 | 0 | |
| OpenAI: GPT-5.4 | 5.5 | 10.0 | 50.0% | 0 | 1.07s | 81 | 0 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| OpenAI: GPT-4o-mini | 2.3 | 10.0 | 0.0% | 0 | 1.30s | 308 | 0 | |
| OpenAI: GPT-5.4 | 4.0 | 9.8 | 33.3% | 0 | 1.52s | 357 | 0 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| OpenAI: GPT-4o-mini | 10.0 | 10.0 | 100.0% | 0 | 2.51s | 205 | 0 | |
| OpenAI: GPT-5.4 | 10.0 | 10.0 | 100.0% | 0 | 2.75s | 246 | 0 |
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