- Rank
- #182
- Total Output Tokens
- 28,179
- Response Time (avg)
- 6.31s
- Total Cost
- $0.533
GPT 5.3 Chat vs Qwen3.7 Flash (medium)
GPT 5.3 Chat leads on average score with 6.7 vs 6.6. Qwen3.7 Flash (medium) has the lower benchmark cost at $0.076 vs $0.533. GPT 5.3 Chat is faster at 6.31s vs 51.80s, with pass rates of 62.3% vs 62.3%.
Compared models
- Rank
- #187
- Total Output Tokens
- 514,925
- Response Time (avg)
- 51.80s
- Total Cost
- $0.076
Recommended model
Qwen3.7 Flash (medium)
Its score stays close to the best score here (6.6 vs 6.7), while costing about 7.0x less than GPT 5.3 Chat.
Detailed comparison
| Metric | GPT 5.3 Chat GPT 5.3 Chat none | Qwen3.7 Flash Qwen3.7 Flash medium |
|---|---|---|
| Score | 6.7 | 6.6 |
| Rank | #182 | #187 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.6 | 7.3 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 62.3% | 62.3% |
| Flaky tests | 4 | 8 |
| Total Runs | 69 | 69 |
| Cost per result | 4.097 | 0.760 |
| Total Cost | $0.533 | $0.076 |
| Input Price | $0.000 / 1M | $0.030 / 1M |
| Output Price | $0.000 / 1M | $0.130 / 1M |
| Total Input Tokens | 78,846 | 300,394 |
| Output Tokens | 28,179 | 14,081 |
| Reasoning Tokens | 0 | 500,844 |
| Response Time (avg) | 6.31s | 51.80s |
| Response Time (max) | 18.33s | 593.64s |
| Response Time (total) | 138.73s | 1191.42s |
| Parameters | ~400B total (~17B active) | ~35B total (~3B active) |
| Availability | Closed | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#182 GPT 5.3 Chat
none- Cost
- $0.008
- Time
- 8.1s
- Tokens
- 634 tok
#187 Qwen3.7 Flash
medium
Reached the allocated time limit (600 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 600.0s
- Tokens
- 0 tok
Top Models by Score
Score vs Total Cost
Response Time (avg)
Score vs Response Time (avg)
Total Output Tokens
Score vs Total Output Tokens
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT 5.3 Chat | 3.0 | 10.0 | 0.0% | 0 | 955ms | 0 | 0 | 0 | |
| Qwen3.7 Flash | 5.2 | 3.2 | 33.3% | 1 | 148.99s | 185,917 | 1,295 | 43,554 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT 5.3 Chat | 6.7 | 8.1 | 58.3% | 1 | 3.86s | 606 | 3,167 | 0 | |
| Qwen3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 9.56s | 672 | 525 | 12,844 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT 5.3 Chat | 5.6 | 4.7 | 55.6% | 2 | 10.52s | 7,302 | 6,632 | 0 | |
| Qwen3.7 Flash | 6.2 | 6.9 | 55.6% | 1 | 46.78s | 7,893 | 563 | 61,902 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT 5.3 Chat | 10.0 | 10.0 | 100.0% | 0 | 15.07s | 55,800 | 6,851 | 0 | |
| Qwen3.7 Flash | 6.4 | 5.8 | 66.7% | 1 | 314.17s | 87,042 | 10,432 | 296,919 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT 5.3 Chat | 10.0 | 10.0 | 100.0% | 0 | 2.21s | 7,140 | 942 | 0 | |
| Qwen3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 15.42s | 7,782 | 270 | 11,588 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT 5.3 Chat | 2.9 | 7.2 | 11.1% | 1 | 12.75s | 579 | 5,589 | 0 | |
| Qwen3.7 Flash | 2.9 | 7.2 | 11.1% | 1 | 38.02s | 780 | 59 | 38,977 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT 5.3 Chat | 4.6 | 10.0 | 0.0% | 0 | 1.99s | 477 | 319 | 0 | |
| Qwen3.7 Flash | 5.5 | 10.0 | 0.0% | 0 | 10.18s | 516 | 143 | 3,647 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT 5.3 Chat | 9.8 | 10.0 | 100.0% | 0 | 3.51s | 660 | 1,491 | 0 | |
| Qwen3.7 Flash | 5.8 | 2.7 | 66.7% | 2 | 9.27s | 699 | 100 | 7,457 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT 5.3 Chat | 10.0 | 10.0 | 100.0% | 0 | 2.99s | 642 | 1,758 | 0 | |
| Qwen3.7 Flash | 7.1 | 5.1 | 77.8% | 2 | 8.30s | 696 | 355 | 9,138 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT 5.3 Chat | 10.0 | 10.0 | 100.0% | 0 | 8.36s | 5,445 | 861 | 0 | |
| Qwen3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 7.80s | 8,193 | 309 | 2,171 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT 5.3 Chat | 3.0 | 10.0 | 0.0% | 0 | 4.38s | 195 | 569 | 0 | |
| Qwen3.7 Flash | 3.0 | 10.0 | 0.0% | 0 | 29.17s | 204 | 30 | 12,647 |
Quick Compare
Switch Comparison Pair
Ember-1maxvsGPT 5.3 ChatnoneMiniMax M3mediumvsGPT 5.3 ChatnoneGPT 5.3 ChatnonevsGrok 4.7highLongCat 2.0lowvsQwen3.7 FlashmediumGPT 5.3 ChatnonevsSolar Pro 4lowQwen3.7 FlashmediumvsGLM 5.2noneGPT-5.5nonevsQwen3.7 FlashmediumGPT 5.3 ChatnonevsGLM 5.3 FlashlowQwen3.7 FlashmediumvsGLM 5.3 FlashlowQwen3.7 FlashmediumvsStep 3.7 FlashhighGPT 5.3 ChatnonevsGrok Build 0.1mediumGPT 5.3 ChatnonevsGrok 4.7xhigh