- Rank
- #74
- Total Output Tokens
- 532,511
- Response Time (avg)
- 118.83s
- Total Cost
- $0.580
DeepSeek V4 Flash 0731 (high) vs Inkling (medium)
DeepSeek V4 Flash 0731 (high) leads on average score with 8.4 vs 7.4. Inkling (medium) has the lower benchmark cost at $0.527 vs $0.580. Inkling (medium) is faster at 16.98s vs 118.83s, with pass rates of 76.8% vs 75.4%.
Compared models
- Rank
- #134
- Total Output Tokens
- 69,605
- Response Time (avg)
- 16.98s
- Total Cost
- $0.527
Recommended model
DeepSeek V4 Flash 0731 (high)
It has the strongest score in this comparison (8.4) and the best overall balance of cost and response time across all 2 models.
Detailed comparison
| Metric | DeepSeek V4 Flash 0731 DeepSeek V4 Flash 0731 high | Inkling Inkling medium Free Available |
|---|---|---|
| Score | 8.4 | 7.4 |
| Rank | #74 | #134 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.1 | 8.2 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 76.8% | 75.4% |
| Flaky tests | 5 | 5 |
| Total Runs | 69 | 69 |
| Cost per result | 1.069 | 3.594 |
| Total Cost | $0.580 | $0.527 |
| Input Price | $0.016 / 1M | $0.950 / 1M |
| Output Price | $1.280 / 1M | $4.050 / 1M |
| Cache Read Price | $0.016 / 1M | $0.160 / 1M |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 281,863 | 257,138 |
| Output Tokens | 24,535 | 13,830 |
| Reasoning Tokens | 507,976 | 55,775 |
| Response Time (avg) | 118.83s | 16.98s |
| Response Time (max) | 600.61s | 85.12s |
| Response Time (total) | 2733.01s | 390.45s |
| 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.
#74 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
#134 Thinking Machines: Inkling
medium- Cost
- $0.004
- Time
- 11.2s
- Tokens
- 852 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 10.0 | 10.0 | 100.0% | 0 | 204.36s | 185,161 | 7,569 | 11,635 | |
| Inkling | 4.7 | 1.6 | 66.7% | 1 | 45.93s | 133,076 | 1,640 | 4,123 |
| 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 | 8.7 | 9.5 | 75.0% | 0 | 6.49s | 645 | 333 | 3,091 |
| 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 | 8.4 | 7.8 | 77.8% | 1 | 25.20s | 7,374 | 525 | 14,457 |
| 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 | 41.15s | 98,542 | 10,088 | 4,626 |
| 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 | 3.60s | 7,068 | 216 | 813 |
| 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 | 5.3 | 7.2 | 44.4% | 1 | 31.59s | 804 | 69 | 18,378 |
| 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 | 4.65s | 501 | 170 | 699 |
| 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 | 6.17s | 708 | 93 | 1,886 |
| 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 | 10.0 | 10.0 | 100.0% | 0 | 5.18s | 714 | 370 | 2,310 |
| 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 | 4.48s | 7,487 | 296 | 298 |
| 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 | 2.8 | 1.6 | 33.3% | 1 | 21.69s | 219 | 30 | 5,094 |
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