AI BENCHY Compare
OpenAI: GPT-5.4 vs Qwen: Qwen3 Coder Next
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Last updated at: 2026-03-05
| Metric | OpenAI: GPT-5.4 none Release: 2026-03-05 | Qwen: Qwen3 Coder Next medium Release: 2026-02-03 |
|---|---|---|
| Rank | #44 | #51 |
| Avg Score | 4.6 | 3.3 |
| Tests Correct | ||
| Consistency | 8.9 | 9.5 |
| Cost per result | 1.496 | 0.224 |
| Total Cost | $0.090 | $0.007 |
| Attempt pass rate | 44.4% | 24.4% |
| Flaky tests | 2 | 1 |
| common.totalAttempts | 45 (15 x 3) | 45 (15 x 3) |
| Output Tokens | 1,635 | 2,793 |
| Reasoning Tokens | 0 | 0 |
| Response Time (avg) | 1.46s | 13.77s |
| Response Time (max) | 2.89s | 81.80s |
| Response Time (total) | 21.86s | 123.93s |
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-5.4 | 10.0 | 7.3 | 11.1% | 1 | 1.41s | 388 | 0 | |
| Qwen: Qwen3 Coder Next | 1.3 | 7.5 | 22.2% | 1 | 15.28s | 1,246 | 0 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| OpenAI: GPT-5.4 | 10.0 | 10.0 | 0.0% | 0 | 2.89s | 291 | 0 | |
| Qwen: Qwen3 Coder Next | 10.0 | 10.0 | 0.0% | 0 | 4.28s | 317 | 0 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| OpenAI: GPT-5.4 | 9.9 | 10.0 | 100.0% | 0 | 1.04s | 222 | 0 | |
| Qwen: Qwen3 Coder Next | 5.4 | 10.0 | 50.0% | 0 | 81.80s | 246 | 0 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| OpenAI: GPT-5.4 | 4.0 | 7.2 | 44.4% | 1 | 1.07s | 50 | 0 | |
| Qwen: Qwen3 Coder Next | 4.0 | 10.0 | 33.3% | 0 | 638ms | 25 | 0 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| OpenAI: GPT-5.4 | 5.5 | 10.0 | 50.0% | 0 | 1.07s | 81 | 0 | |
| Qwen: Qwen3 Coder Next | 4.5 | 10.0 | 0.0% | 0 | 7.34s | 63 | 0 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| OpenAI: GPT-5.4 | 4.0 | 9.8 | 33.3% | 0 | 1.52s | 357 | 0 | |
| Qwen: Qwen3 Coder Next | 10.0 | 10.0 | 0.0% | 0 | 2.30s | 641 | 0 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| OpenAI: GPT-5.4 | 10.0 | 10.0 | 100.0% | 0 | 2.75s | 246 | 0 | |
| Qwen: Qwen3 Coder Next | 10.0 | 10.0 | 100.0% | 0 | 2.64s | 255 | 0 |
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