AI BENCHY Compare
OpenAI: GPT-5.4 vs Z.ai: GLM 4.7 Flash
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Last updated at: 2026-03-05
| Metric | OpenAI: GPT-5.4 none Release: 2026-03-05 | Z.ai: GLM 4.7 Flash none Release: 2026-01-19 |
|---|---|---|
| Avg Score | 4.6 | 3.9 |
| Tests Correct | ||
| Rank | #44 | #47 |
| Consistency | 8.9 | 8.3 |
| Cost per result | 1.496 | 0.064 |
| Total Cost | $0.090 | $0.003 |
| Attempt pass rate | 44.4% | 37.8% |
| Flaky tests | 2 | 3 |
| common.totalAttempts | 45 (15 x 3) | 45 (15 x 3) |
| Output Tokens | 1,635 | 1,721 |
| Reasoning Tokens | 0 | 0 |
| Response Time (avg) | 1.46s | 3.16s |
| Response Time (max) | 2.89s | 7.05s |
| Response Time (total) | 21.86s | 25.31s |
Score vs Total Cost
Response Time (avg)
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 | |
| Z.ai: GLM 4.7 Flash | 10.0 | 7.2 | 22.2% | 1 | 6.59s | 430 | 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 | |
| Z.ai: GLM 4.7 Flash | 10.0 | 10.0 | 0.0% | 0 | 3.22s | 704 | 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 | |
| Z.ai: GLM 4.7 Flash | 5.4 | 5.8 | 83.3% | 1 | 4.82s | 196 | 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 | |
| Z.ai: GLM 4.7 Flash | 7.0 | 10.0 | 66.7% | 0 | 744ms | 19 | 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 | |
| Z.ai: GLM 4.7 Flash | 5.5 | 10.0 | 50.0% | 0 | 888ms | 62 | 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 | |
| Z.ai: GLM 4.7 Flash | 3.7 | 10.0 | 0.0% | 0 | 1.00s | 98 | 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 | |
| Z.ai: GLM 4.7 Flash | 10.0 | 1.6 | 33.3% | 1 | 7.05s | 212 | 0 |
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