- Rank
- #67
- Total Output Tokens
- 259,032
- Response Time (avg)
- 48.35s
- Total Cost
- $2.046
Qwen3.7 Max (medium) vs Inkling (high)
Qwen3.7 Max (medium) leads on average score with 8.5 vs 8.4. Inkling (high) has the lower benchmark cost at $1.250 vs $2.046. Qwen3.7 Max (medium) is faster at 48.35s vs 62.72s, with pass rates of 85.5% vs 78.3%.
Compared models
- Rank
- #72
- Total Output Tokens
- 249,242
- Response Time (avg)
- 62.72s
- Total Cost
- $1.250
Recommended model
Inkling (high)
Its score stays close to the best score here (8.4 vs 8.5), while costing about 1.6x less than Qwen3.7 Max (medium).
Detailed comparison
| Metric | Qwen3.7 Max Qwen3.7 Max medium | Inkling Inkling high Free Available |
|---|---|---|
| Score | 8.5 | 8.4 |
| Rank | #67 | #72 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.7 | 9.0 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 85.5% | 78.3% |
| Flaky tests | 4 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 12.033 | 7.812 |
| Total Cost | $2.046 | $1.250 |
| Input Price | $1.475 / 1M | $1.000 / 1M |
| Output Price | $4.425 / 1M | $4.050 / 1M |
| Total Input Tokens | 367,848 | 240,395 |
| Output Tokens | 8,753 | 7,169 |
| Reasoning Tokens | 250,279 | 242,073 |
| Response Time (avg) | 48.35s | 62.72s |
| Response Time (max) | 556.06s | 327.51s |
| Response Time (total) | 1112.11s | 1442.48s |
| Parameters | ~1T total (~40B active) | 975B total (41B active) |
| Availability | Closed | Open source |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#67 Qwen3.7 Max
medium- Cost
- $0.017
- Time
- 68.8s
- Tokens
- 4,526 tok
#72 Thinking Machines: Inkling
high- Cost
- $0.005
- Time
- 32.2s
- Tokens
- 1,275 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 |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.7 Max | 6.1 | 3.1 | 66.7% | 1 | 137.00s | 261,819 | 3,005 | 29,925 | |
| Inkling | 10.0 | 10.0 | 100.0% | 0 | 66.01s | 153,640 | 1,112 | 11,503 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.7 Max | 10.0 | 10.0 | 100.0% | 0 | 6.36s | 672 | 222 | 8,742 | |
| Inkling | 10.0 | 10.0 | 100.0% | 0 | 12.68s | 702 | 455 | 7,204 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.7 Max | 10.0 | 10.0 | 100.0% | 0 | 35.31s | 7,893 | 423 | 34,808 | |
| Inkling | 8.5 | 10.0 | 66.7% | 0 | 148.36s | 7,374 | 430 | 78,982 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.7 Max | 8.7 | 6.9 | 83.3% | 1 | 287.83s | 78,594 | 3,985 | 96,450 | |
| Inkling | 7.3 | 5.8 | 83.3% | 1 | 63.78s | 61,296 | 3,854 | 19,895 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.7 Max | 10.0 | 10.0 | 100.0% | 0 | 8.80s | 7,782 | 270 | 6,254 | |
| Inkling | 10.0 | 10.0 | 100.0% | 0 | 8.19s | 7,068 | 216 | 2,349 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.7 Max | 4.1 | 4.4 | 44.5% | 2 | 52.45s | 780 | 61 | 41,143 | |
| Inkling | 7.7 | 10.0 | 66.7% | 0 | 174.68s | 692 | 61 | 86,556 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.7 Max | 10.0 | 10.0 | 100.0% | 0 | 11.70s | 516 | 135 | 4,457 | |
| Inkling | 10.0 | 10.0 | 100.0% | 0 | 6.53s | 501 | 182 | 1,151 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.7 Max | 10.0 | 10.0 | 100.0% | 0 | 7.46s | 699 | 102 | 5,452 | |
| Inkling | 9.8 | 10.0 | 100.0% | 0 | 7.00s | 708 | 93 | 2,098 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.7 Max | 10.0 | 10.0 | 100.0% | 0 | 8.84s | 696 | 259 | 8,908 | |
| Inkling | 6.9 | 4.9 | 77.8% | 2 | 10.69s | 714 | 429 | 4,623 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.7 Max | 10.0 | 10.0 | 100.0% | 0 | 6.63s | 8,193 | 267 | 1,220 | |
| Inkling | 3.0 | 10.0 | 0.0% | 0 | 6.52s | 7,481 | 307 | 601 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.7 Max | 3.0 | 10.0 | 0.0% | 0 | 33.37s | 204 | 24 | 12,920 | |
| Inkling | 3.0 | 10.0 | 0.0% | 0 | 153.57s | 219 | 30 | 27,111 |
Quick Compare
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