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 medium Release: 2026-01-19 |
|---|---|---|
| Rank | #44 | #52 |
| Avg Score | 46 | 33 |
| Consistency | 89 | 61 |
| Cost per result | 1.496 | 1.018 |
| Total Cost | $0.090 | $0.041 |
| Response Time (avg) | 1.46s | 39.18s |
| Response Time (max) | 2.89s | 174.55s |
| Response Time (total) | 21.86s | 313.44s |
| Tests Correct | ||
| Attempt pass rate | 44.4% | 44.4% |
| Flaky tests | 2 | 7 |
| Output Tokens | 1,635 | 38,664 |
| Reasoning Tokens | 0 | 62,814 |
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 | 100 | 73 | 11.1% | 1 | 1.41s | 388 | 0 | |
| Z.ai: GLM 4.7 Flash | 40 | 45 | 55.6% | 2 | 27.09s | 1,085 | 5,597 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| OpenAI: GPT-5.4 | 100 | 100 | 0.0% | 0 | 2.89s | 291 | 0 | |
| Z.ai: GLM 4.7 Flash | 100 | 21 | 33.3% | 1 | 65.57s | 2,585 | 20,648 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| OpenAI: GPT-5.4 | 99 | 100 | 100.0% | 0 | 1.04s | 222 | 0 | |
| Z.ai: GLM 4.7 Flash | 50 | 100 | 50.0% | 0 | 1.51s | 584 | 2,755 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| OpenAI: GPT-5.4 | 40 | 72 | 44.4% | 1 | 1.07s | 50 | 0 | |
| Z.ai: GLM 4.7 Flash | 100 | 44 | 33.3% | 2 | 174.55s | 33,000 | 25,394 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| OpenAI: GPT-5.4 | 55 | 100 | 50.0% | 0 | 1.07s | 81 | 0 | |
| Z.ai: GLM 4.7 Flash | 50 | 58 | 66.7% | 1 | 2.97s | 388 | 2,181 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| OpenAI: GPT-5.4 | 40 | 98 | 33.3% | 0 | 1.52s | 357 | 0 | |
| Z.ai: GLM 4.7 Flash | 100 | 72 | 11.1% | 1 | 12.90s | 798 | 5,225 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| OpenAI: GPT-5.4 | 100 | 100 | 100.0% | 0 | 2.75s | 246 | 0 | |
| Z.ai: GLM 4.7 Flash | 100 | 100 | 100.0% | 0 | 15.95s | 224 | 1,014 |
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