- Rank
- #119
- Total Output Tokens
- 67,522
- Response Time (avg)
- 16.72s
- Total Cost
- $3.490
Claude Opus 4.8 (medium) vs GLM 5.3 FlashX Legal (high)
Claude Opus 4.8 (medium) leads on average score with 8.3 vs 8.2. GLM 5.3 FlashX Legal (high) has the lower benchmark cost at $0.521 vs $3.490. Claude Opus 4.8 (medium) is faster at 16.72s vs 35.19s, with pass rates of 82.6% vs 72.5%.
Compared models
- Rank
- #127
- Total Output Tokens
- 345,985
- Response Time (avg)
- 35.19s
- Total Cost
- $0.521
Recommended model
GLM 5.3 FlashX Legal (high)
Its score stays close to the best score here (8.2 vs 8.3), while costing about 6.7x less than Claude Opus 4.8 (medium).
Detailed comparison
| Metric | Claude Opus 4.8 Claude Opus 4.8 medium | GLM 5.3 FlashX Legal GLM 5.3 FlashX Legal high |
|---|---|---|
| Score | 8.3 | 8.2 |
| Rank | #119 | #127 |
| Reliability | 10.0 | 9.7 |
| Consistency | 9.0 | 8.6 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 82.6% | 72.5% |
| Flaky tests | 3 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 20.527 | 3.473 |
| Total Cost | $3.490 | $0.521 |
| Input Price | $5.000 / 1M | $0.370 / 1M |
| Output Price | $25.000 / 1M | $1.250 / 1M |
| Cache Read Price | $0.500 / 1M | $0.075 / 1M |
| Cache Write Price | $6.250 / 1M | N/A |
| Total Input Tokens | 360,294 | 238,713 |
| Output Tokens | 43,441 | 7,034 |
| Reasoning Tokens | 24,401 | 338,951 |
| Response Time (avg) | 16.72s | 35.19s |
| Response Time (max) | 99.37s | 298.81s |
| Response Time (total) | 384.66s | 809.47s |
| Parameters | ~5T total (~500B active) | ~320B total (~18B active) |
| Availability | Closed | Closed |
Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#119 Claude Opus 4.8
medium- Cost
- $0.057
- Time
- 23.1s
- Tokens
- 2,412 tok
#127 GLM 5.3 FlashX Legal
high- Cost
- $0.018
- Time
- 103.8s
- Tokens
- 13,703 tok
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 6.1 | 3.1 | 66.7% | 1 | 99.37s | 221,846 | 2,676 | 13,239 | |
| GLM 5.3 FlashX Legal | 10.0 | 10.0 | 100.0% | 0 | 78.95s | 140,782 | 1,206 | 13,815 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 3.95s | 834 | 1,179 | 478 | |
| GLM 5.3 FlashX Legal | 8.2 | 7.9 | 83.3% | 1 | 1.50s | 639 | 282 | 456 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 15.33s | 10,590 | 9,945 | 1,381 | |
| GLM 5.3 FlashX Legal | 8.2 | 7.2 | 88.9% | 1 | 27.50s | 7,317 | 397 | 31,799 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 9.9 | 10.0 | 100.0% | 0 | 54.29s | 101,005 | 19,531 | 4,762 | |
| GLM 5.3 FlashX Legal | 6.9 | 5.9 | 66.7% | 1 | 22.42s | 73,021 | 3,779 | 11,384 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 7.1 | 5.6 | 83.3% | 1 | 12.29s | 10,503 | 481 | 312 | |
| GLM 5.3 FlashX Legal | 10.0 | 10.0 | 100.0% | 0 | 1.32s | 7,149 | 210 | 358 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 3.6 | 7.2 | 22.2% | 1 | 18.11s | 972 | 7,476 | 2,987 | |
| GLM 5.3 FlashX Legal | 3.0 | 10.0 | 0.0% | 0 | 188.77s | 759 | 195 | 278,113 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 2.46s | 708 | 237 | 0 | |
| GLM 5.3 FlashX Legal | 4.8 | 3.2 | 33.3% | 1 | 1.78s | 498 | 204 | 214 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 3.32s | 909 | 373 | 320 | |
| GLM 5.3 FlashX Legal | 10.0 | 10.0 | 100.0% | 0 | 1.53s | 678 | 72 | 240 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 3.95s | 894 | 791 | 483 | |
| GLM 5.3 FlashX Legal | 10.0 | 10.0 | 100.0% | 0 | 2.45s | 672 | 411 | 479 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 8.96s | 11,775 | 301 | 225 | |
| GLM 5.3 FlashX Legal | 10.0 | 10.0 | 100.0% | 0 | 7.41s | 6,991 | 225 | 98 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 3.0 | 10.0 | 0.0% | 0 | 6.14s | 258 | 451 | 214 | |
| GLM 5.3 FlashX Legal | 3.0 | 10.0 | 0.0% | 0 | 8.62s | 207 | 53 | 1,995 |
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