- Rank
- #79
- Total Output Tokens
- 53,161
- Response Time (avg)
- 18.07s
- Total Cost
- $0.047
GPT-6 Luna (medium) vs Qwen3 Coder Next (medium)
GPT-6 Luna (medium) leads on average score with 8.3 vs 4.7. GPT-6 Luna (medium) has the lower benchmark cost at $0.047 vs $0.071. Qwen3 Coder Next (medium) is faster at 16.97s vs 18.07s, with pass rates of 73.9% vs 24.6%.
Compared models
- Rank
- #323
- Total Output Tokens
- 40,395
- Response Time (avg)
- 16.97s
- Total Cost
- $0.071
Recommended model
GPT-6 Luna (medium)
It has the strongest score in this comparison (8.3) and the best overall balance of cost and response time across all 2 models.
Detailed comparison
| Metric | GPT-6 Luna GPT-6 Luna medium | Qwen3 Coder Next Qwen3 Coder Next medium |
|---|---|---|
| Score | 8.3 | 4.7 |
| Rank | #79 | #323 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.9 | 8.7 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 73.9% | 24.6% |
| Flaky tests | 3 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 0.313 | 2.280 |
| Total Cost | $0.047 | $0.071 |
| Input Price | $0.100 / 1M | $0.120 / 1M |
| Output Price | $0.500 / 1M | $0.800 / 1M |
| Cache Read Price | $0.010 / 1M | $0.070 / 1M |
| Cache Write Price | $0.125 / 1M | N/A |
| Total Input Tokens | 203,193 | 311,647 |
| Output Tokens | 5,751 | 40,395 |
| Reasoning Tokens | 47,410 | 0 |
| Response Time (avg) | 18.07s | 16.97s |
| Response Time (max) | 66.44s | 151.35s |
| Response Time (total) | 415.53s | 305.55s |
| Parameters | ~400B total (~17B active) | 80B total (3B active) |
| Availability | Closed | Open source |
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.
#79 GPT-6 Luna
medium- Cost
- $0.002
- Time
- 23.6s
- Tokens
- 2,966 tok
#323 Qwen3 Coder Next
medium
Reached the allocated time limit (300 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 300.0s
- 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-6 Luna | 10.0 | 10.0 | 100.0% | 0 | 66.44s | 124,247 | 1,116 | 6,891 | |
| Qwen3 Coder Next | 5.0 | 10.0 | 0.0% | 0 | 151.35s | 163,444 | 21,326 | 0 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT-6 Luna | 8.3 | 10.0 | 75.0% | 0 | 4.32s | 606 | 156 | 875 | |
| Qwen3 Coder Next | 3.5 | 8.1 | 16.7% | 1 | 8.64s | 645 | 1,252 | 0 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT-6 Luna | 6.6 | 4.6 | 77.8% | 2 | 23.63s | 7,302 | 438 | 10,222 | |
| Qwen3 Coder Next | 3.7 | 7.2 | 22.2% | 1 | 924ms | 7,185 | 336 | 0 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT-6 Luna | 10.0 | 10.0 | 100.0% | 0 | 22.65s | 55,738 | 3,052 | 4,096 | |
| Qwen3 Coder Next | 3.0 | 10.0 | 0.0% | 0 | 14.65s | 121,413 | 16,067 | 0 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT-6 Luna | 10.0 | 10.0 | 100.0% | 0 | 26.09s | 7,140 | 234 | 268 | |
| Qwen3 Coder Next | 6.5 | 10.0 | 50.0% | 0 | 81.80s | 7,758 | 246 | 0 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT-6 Luna | 5.9 | 7.2 | 55.6% | 1 | 22.71s | 732 | 70 | 19,191 | |
| Qwen3 Coder Next | 3.6 | 7.2 | 22.2% | 1 | 570ms | 762 | 25 | 0 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT-6 Luna | 4.4 | 9.9 | 0.0% | 0 | 28.25s | 477 | 91 | 289 | |
| Qwen3 Coder Next | 6.3 | 3.4 | 66.7% | 1 | 1.39s | 498 | 142 | 0 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT-6 Luna | 9.8 | 10.0 | 100.0% | 0 | 13.24s | 660 | 89 | 409 | |
| Qwen3 Coder Next | 6.3 | 10.0 | 50.0% | 0 | 7.49s | 684 | 63 | 0 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT-6 Luna | 7.7 | 10.0 | 66.7% | 0 | 9.78s | 642 | 211 | 3,189 | |
| Qwen3 Coder Next | 3.0 | 10.0 | 0.0% | 0 | 1.25s | 678 | 671 | 0 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT-6 Luna | 10.0 | 10.0 | 100.0% | 0 | 4.84s | 5,454 | 264 | 249 | |
| Qwen3 Coder Next | 10.0 | 10.0 | 100.0% | 0 | 2.64s | 8,364 | 255 | 0 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT-6 Luna | 3.0 | 10.0 | 0.0% | 0 | 6.39s | 195 | 30 | 1,731 | |
| Qwen3 Coder Next | 3.0 | 10.0 | 0.0% | 0 | 399ms | 216 | 12 | 0 |
Quick Compare
Switch Comparison Pair
Granite 4.2 8BhighvsQwen3 Coder NextmediumGPT-6 LunamediumvsGrok 4.5highLaguna S 2.1noneFree AvailablevsQwen3 Coder NextmediumDeepSeek V3.2nonevsQwen3 Coder NextmediumGPT-5.4 NanononevsQwen3 Coder NextmediumKimi K3maxvsGPT-6 LunamediumNorth Mini CodenoneFree AvailablevsQwen3 Coder NextmediumGemini 3.5 FlashhighvsGPT-6 LunamediumLaguna S 2.1lowFree AvailablevsQwen3 Coder NextmediumMercury 2.5 PreviewnonevsQwen3 Coder NextmediumNemotron 3.5 LightninglowFree AvailablevsQwen3 Coder NextmediumGPT-6 LunamediumvsGLM 5.2high