- Rank
- #308
- Total Output Tokens
- 45,168
- Response Time (avg)
- 19.73s
- Total Cost
- $0.067
Qwen3 Coder Next vs Inkling Small
The average score is effectively tied at 4.9 vs 4.9. Inkling Small has the lower benchmark cost at $0.054 vs $0.067. Inkling Small is faster at 1.45s vs 19.73s, with pass rates of 24.6% vs 23.2%.
Compared models
- Rank
- #307
- Total Output Tokens
- 8,770
- Response Time (avg)
- 1.45s
- Total Cost
- $0.054
Recommended model
Inkling Small
It has the best score here (4.9), while responding about 13.7x faster than Qwen3 Coder Next.
Detailed comparison
| Metric | Qwen3 Coder Next Qwen3 Coder Next none | Inkling Small Inkling Small none Free Available |
|---|---|---|
| Score | 4.9 | 4.9 |
| Rank | #308 | #307 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.7 | 9.6 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 24.6% | 23.2% |
| Flaky tests | 1 | 1 |
| Total Runs | 69 | 69 |
| Cost per result | 1.300 | 1.158 |
| Total Cost | $0.067 | $0.054 |
| Input Price | $0.120 / 1M | $0.450 / 1M |
| Output Price | $0.800 / 1M | $1.200 / 1M |
| Cache Read Price | $0.070 / 1M | $0.100 / 1M |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 250,329 | 94,733 |
| Output Tokens | 45,168 | 8,770 |
| Reasoning Tokens | 0 | 0 |
| Response Time (avg) | 19.73s | 1.45s |
| Response Time (max) | 208.38s | 12.35s |
| Response Time (total) | 355.09s | 33.24s |
| Parameters | 80B total (3B active) | 276B total (12B active) |
| Availability | Open source | 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.
#308 Qwen3 Coder Next
none
Invalid SVG
- Cost
- $0.058
- Time
- 246.3s
- Tokens
- 64,126 tok
#307 Thinking Machines: Inkling Small
none- Cost
- $0.008
- Time
- 42.1s
- Tokens
- 6,319 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 |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3 Coder Next | 3.9 | 9.6 | 0.0% | 0 | 208.38s | 116,102 | 33,360 | 0 | |
| Inkling Small | 3.0 | 10.0 | 0.0% | 0 | 31ms | 0 | 0 | 0 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3 Coder Next | 3.6 | 10.0 | 0.0% | 0 | 3.31s | 645 | 1,321 | 0 | |
| Inkling Small | 3.1 | 8.0 | 8.3% | 1 | 526ms | 678 | 250 | 0 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3 Coder Next | 4.6 | 7.9 | 22.2% | 1 | 2.22s | 7,442 | 621 | 0 | |
| Inkling Small | 3.6 | 10.0 | 0.0% | 0 | 759ms | 7,356 | 454 | 0 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3 Coder Next | 3.0 | 10.0 | 0.0% | 0 | 30.86s | 107,180 | 8,541 | 0 | |
| Inkling Small | 6.5 | 10.0 | 50.0% | 0 | 9.33s | 68,294 | 6,854 | 0 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3 Coder Next | 6.5 | 10.0 | 50.0% | 0 | 1.32s | 7,758 | 246 | 0 | |
| Inkling Small | 10.0 | 10.0 | 100.0% | 0 | 782ms | 7,056 | 279 | 0 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3 Coder Next | 5.3 | 10.0 | 33.3% | 0 | 871ms | 762 | 26 | 0 | |
| Inkling Small | 5.3 | 10.0 | 33.3% | 0 | 442ms | 786 | 42 | 0 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3 Coder Next | 10.0 | 10.0 | 100.0% | 0 | 1.34s | 498 | 152 | 0 | |
| Inkling Small | 5.0 | 10.0 | 0.0% | 0 | 964ms | 495 | 178 | 0 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3 Coder Next | 6.3 | 10.0 | 50.0% | 0 | 7.78s | 684 | 63 | 0 | |
| Inkling Small | 6.3 | 10.0 | 50.0% | 0 | 767ms | 696 | 72 | 0 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3 Coder Next | 3.0 | 10.0 | 0.0% | 0 | 24.34s | 678 | 571 | 0 | |
| Inkling Small | 3.2 | 9.7 | 0.0% | 0 | 665ms | 696 | 332 | 0 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3 Coder Next | 10.0 | 10.0 | 100.0% | 0 | 2.47s | 8,364 | 255 | 0 | |
| Inkling Small | 3.0 | 10.0 | 0.0% | 0 | 2.31s | 8,463 | 291 | 0 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3 Coder Next | 3.0 | 10.0 | 0.0% | 0 | 601ms | 216 | 12 | 0 | |
| Inkling Small | 3.0 | 10.0 | 0.0% | 0 | 481ms | 213 | 18 | 0 |
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