- Rank
- #131
- Total Output Tokens
- 269,351
- Response Time (avg)
- 105.03s
- Total Cost
- $0.101
Gemma 4 26B A4B (medium) vs Inkling (medium)
The average score is effectively tied at 7.3 vs 7.4. Gemma 4 26B A4B (medium) has the lower benchmark cost at $0.101 vs $0.527. Inkling (medium) is faster at 16.98s vs 105.03s, with pass rates of 71.0% vs 75.4%.
Compared models
- Rank
- #130
- Total Output Tokens
- 69,605
- Response Time (avg)
- 16.98s
- Total Cost
- $0.527
Recommended model
Gemma 4 26B A4B (medium)
It has the best score here (7.3), while costing about 5.2x less than Inkling (medium).
Detailed comparison
| Metric | Gemma 4 26B A4B Gemma 4 26B A4B medium Free Available | Inkling Inkling medium Free Available |
|---|---|---|
| Score | 7.3 | 7.4 |
| Rank | #131 | #130 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.6 | 8.2 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 71.0% | 75.4% |
| Flaky tests | 1 | 5 |
| Total Runs | 69 | 69 |
| Cost per result | 0.679 | 3.594 |
| Total Cost | $0.101 | $0.527 |
| Input Price | $0.090 / 1M | $0.950 / 1M |
| Output Price | $0.300 / 1M | $4.050 / 1M |
| Cache Read Price | $0.050 / 1M | $0.160 / 1M |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 224,367 | 257,138 |
| Output Tokens | 27,095 | 13,830 |
| Reasoning Tokens | 242,256 | 55,775 |
| Response Time (avg) | 105.03s | 16.98s |
| Response Time (max) | 912.19s | 85.12s |
| Response Time (total) | 2310.63s | 390.45s |
| Parameters | 25.2B total (3.8B active) | 975B total (41B active) |
| Availability | Open source | 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.
#131 Gemma 4 26B A4B
medium
Reached the allocated time limit (300 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 300.0s
- Tokens
- 0 tok
#130 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 10.0 | 10.0 | 100.0% | 0 | 107.12s | 146,839 | 1,047 | 14,658 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 10.0 | 10.0 | 100.0% | 0 | 6.20s | 816 | 1,142 | 3,045 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 2.9 | 10.0 | 0.0% | 0 | 272.54s | 5,062 | 14,838 | 44,567 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 6.3 | 10.0 | 50.0% | 0 | 492.87s | 54,390 | 5,451 | 132,113 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 10.0 | 10.0 | 100.0% | 0 | 16.51s | 8,334 | 1,567 | 2,827 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 5.3 | 7.2 | 44.4% | 1 | 35.14s | 494 | 481 | 15,212 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 10.0 | 10.0 | 100.0% | 0 | 29.76s | 567 | 25 | 5,075 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 10.0 | 10.0 | 100.0% | 0 | 17.54s | 777 | 887 | 4,470 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 10.0 | 10.0 | 100.0% | 0 | 5.79s | 801 | 410 | 2,128 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 10.0 | 10.0 | 100.0% | 0 | 9.01s | 6,096 | 450 | 1,256 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 3.0 | 10.0 | 0.0% | 0 | 180.87s | 191 | 797 | 16,905 | |
| Inkling | 2.8 | 1.6 | 33.3% | 1 | 21.69s | 219 | 30 | 5,094 |
Quick Compare
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