- Rank
- #97
- Total Output Tokens
- 448,665
- Response Time (avg)
- 118.83s
- Total Cost
- $0.576
DeepSeek V4 Flash 0731 (high) vs Inkling (high)
The average score is effectively tied at 8.4 vs 8.4. DeepSeek V4 Flash 0731 (high) has the lower benchmark cost at $0.576 vs $1.238. Inkling (high) is faster at 62.72s vs 118.83s, with pass rates of 76.8% vs 78.3%.
Compared models
- Rank
- #95
- Total Output Tokens
- 249,242
- Response Time (avg)
- 62.72s
- Total Cost
- $1.238
Recommended model
DeepSeek V4 Flash 0731 (high)
It has the best score here (8.4), while costing about 2.2x less than Inkling (high).
Detailed comparison
| Metric | DeepSeek V4 Flash 0731 DeepSeek V4 Flash 0731 high | Inkling Inkling high Free Available |
|---|---|---|
| Score | 8.4 | 8.4 |
| Rank | #97 | #95 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.1 | 9.0 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 76.8% | 78.3% |
| Flaky tests | 5 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 1.069 | 7.812 |
| Total Cost | $0.576 | $1.238 |
| Input Price | $0.005 / 1M | $0.950 / 1M |
| Output Price | $1.280 / 1M | $4.050 / 1M |
| Cache Read Price | $0.005 / 1M | $0.160 / 1M |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 281,863 | 240,395 |
| Output Tokens | 24,535 | 7,169 |
| Reasoning Tokens | 507,976 | 242,073 |
| Response Time (avg) | 118.83s | 62.72s |
| Response Time (max) | 600.61s | 327.51s |
| Response Time (total) | 2733.01s | 1442.48s |
| Parameters | 284B total (13B active) | 975B total (41B 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.
#97 DeepSeek V4 Flash 0731
high
No output was saved. The original provider response or failure reason is unavailable.
- Cost
- $0.000
- Time
- 187.3s
- Tokens
- 19,048 tok
#95 Thinking Machines: Inkling
high- Cost
- $0.005
- Time
- 32.2s
- Tokens
- 1,275 tok
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 10.0 | 10.0 | 100.0% | 0 | 204.36s | 185,161 | 7,569 | 11,635 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 8.7 | 7.9 | 91.7% | 1 | 13.62s | 1,488 | 542 | 10,576 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 6.3 | 6.3 | 55.6% | 1 | 252.67s | 7,044 | 2,160 | 191,210 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 10.0 | 10.0 | 100.0% | 0 | 87.10s | 67,283 | 11,903 | 41,397 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 10.0 | 10.0 | 100.0% | 0 | 3.65s | 7,764 | 336 | 1,259 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 3.5 | 4.4 | 33.3% | 2 | 458.65s | 700 | 104 | 215,629 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 10.0 | 10.0 | 100.0% | 0 | 5.64s | 708 | 72 | 533 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 9.8 | 10.0 | 100.0% | 0 | 4.46s | 1,101 | 119 | 939 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 8.2 | 7.7 | 77.8% | 1 | 9.36s | 1,305 | 397 | 6,801 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 10.0 | 10.0 | 100.0% | 0 | 5.42s | 8,889 | 357 | 451 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 3.0 | 10.0 | 0.0% | 0 | 110.63s | 420 | 976 | 27,546 | |
| Inkling | 3.0 | 10.0 | 0.0% | 0 | 153.57s | 219 | 30 | 27,111 |
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