- Rank
- #154
- Total Output Tokens
- 241,365
- Response Time (avg)
- 20.51s
- Total Cost
- $0.680
Gemini 2.5 Flash (medium) vs Inkling (medium)
Inkling (medium) leads on average score with 7.4 vs 7.3. Inkling (medium) has the lower benchmark cost at $0.527 vs $0.680. Inkling (medium) is faster at 16.98s vs 20.51s, with pass rates of 68.1% vs 75.4%.
Compared models
- Rank
- #149
- Total Output Tokens
- 69,605
- Response Time (avg)
- 16.98s
- Total Cost
- $0.527
Recommended model
Inkling (medium)
It has the strongest score in this comparison (7.4) and the best overall balance of cost and response time across 2 models.
Detailed comparison
| Metric | Gemini 2.5 Flash Gemini 2.5 Flash medium | Inkling Inkling medium Free Available |
|---|---|---|
| Score | 7.3 | 7.4 |
| Rank | #154 | #149 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.6 | 8.2 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 68.1% | 75.4% |
| Flaky tests | 1 | 5 |
| Total Runs | 69 | 69 |
| Cost per result | 4.288 | 3.594 |
| Total Cost | $0.680 | $0.527 |
| Input Price | $0.300 / 1M | $0.950 / 1M |
| Output Price | $2.500 / 1M | $4.050 / 1M |
| Cache Read Price | $0.030 / 1M | $0.160 / 1M |
| Cache Write Price | $0.084 / 1M | N/A |
| Total Input Tokens | 132,507 | 257,138 |
| Output Tokens | 12,739 | 13,830 |
| Reasoning Tokens | 228,626 | 55,775 |
| Response Time (avg) | 20.51s | 16.98s |
| Response Time (max) | 140.50s | 85.12s |
| Response Time (total) | 471.64s | 390.45s |
| Parameters | ~350B total (~20B 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.
#154 Gemini 2.5 Flash
medium
No output was saved. The original provider response or failure reason is unavailable.
- Cost
- $0.000
- Time
- 274.0s
- Tokens
- 0 tok
#149 Thinking Machines: Inkling
medium- Cost
- $0.004
- Time
- 11.2s
- Tokens
- 852 tok
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 2.5 Flash | 3.0 | 10.0 | 0.0% | 0 | 6.54s | 0 | 0 | 0 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 2.5 Flash | 8.4 | 10.0 | 75.0% | 0 | 6.30s | 492 | 255 | 10,233 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 2.5 Flash | 7.8 | 10.0 | 66.7% | 0 | 41.01s | 6,669 | 543 | 32,303 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 2.5 Flash | 10.0 | 10.0 | 100.0% | 0 | 84.47s | 110,544 | 11,112 | 95,241 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 2.5 Flash | 10.0 | 10.0 | 100.0% | 0 | 4.06s | 7,257 | 279 | 2,325 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 2.5 Flash | 5.9 | 7.2 | 55.6% | 1 | 37.07s | 642 | 18 | 80,864 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 2.5 Flash | 4.8 | 10.0 | 0.0% | 0 | 4.86s | 486 | 92 | 1,899 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 2.5 Flash | 9.8 | 10.0 | 100.0% | 0 | 2.62s | 615 | 69 | 1,203 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 2.5 Flash | 7.7 | 10.0 | 66.7% | 0 | 3.18s | 558 | 126 | 2,499 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 2.5 Flash | 10.0 | 10.0 | 100.0% | 0 | 6.20s | 5,088 | 234 | 1,140 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 2.5 Flash | 3.0 | 10.0 | 0.0% | 0 | 2.76s | 156 | 11 | 919 | |
| Inkling | 2.8 | 1.6 | 33.3% | 1 | 21.69s | 219 | 30 | 5,094 |
Quick Compare
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