- Rank
- #176
- Total Output Tokens
- 59,534
- Response Time (avg)
- 6.78s
- Total Cost
- $0.158
Gemini 3.1 Flash Lite Preview (medium) vs Kimi K2.7 Code (medium)
The average score is effectively tied at 7.0 vs 7.0. Gemini 3.1 Flash Lite Preview (medium) has the lower benchmark cost at $0.158 vs $1.136. Gemini 3.1 Flash Lite Preview (medium) is faster at 6.78s vs 81.18s, with pass rates of 60.9% vs 60.9%.
Compared models
- Rank
- #177
- Total Output Tokens
- 207,661
- Response Time (avg)
- 81.18s
- Total Cost
- $1.136
Recommended model
Gemini 3.1 Flash Lite Preview (medium)
It has the best score here (7.0), while costing about 7.2x less than Kimi K2.7 Code (medium).
Detailed comparison
| Metric | Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview medium | Kimi K2.7 Code Kimi K2.7 Code medium |
|---|---|---|
| Score | 7.0 | 7.0 |
| Rank | #176 | #177 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.9 | 8.1 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 60.9% | 60.9% |
| Flaky tests | 0 | 5 |
| Total Runs | 69 | 69 |
| Cost per result | 1.124 | 8.755 |
| Total Cost | $0.158 | $1.136 |
| Input Price | $0.250 / 1M | $0.672 / 1M |
| Output Price | $1.500 / 1M | $3.350 / 1M |
| Cache Read Price | $0.025 / 1M | $0.180 / 1M |
| Cache Write Price | $0.084 / 1M | N/A |
| Total Input Tokens | 272,221 | 245,179 |
| Output Tokens | 12,345 | 62,697 |
| Reasoning Tokens | 47,189 | 196,621 |
| Response Time (avg) | 6.78s | 81.18s |
| Response Time (max) | 54.91s | 365.80s |
| Response Time (total) | 155.96s | 1785.87s |
| Parameters | ~150B total (~10B active) | 1T total (32B active) |
| Availability | Closed | Weights available |
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.
#176 Gemini 3.1 Flash Lite Preview
medium- Cost
- $0.003
- Time
- 5.2s
- Tokens
- 1,944 tok
#177 MoonshotAI: Kimi K2.7 Code
medium- Cost
- $0.025
- Time
- 138.0s
- Tokens
- 6,093 tok
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 5.0 | 10.0 | 0.0% | 0 | 54.91s | 154,728 | 1,756 | 0 | |
| Kimi K2.7 Code | 5.0 | 10.0 | 0.0% | 0 | 104.02s | 173,094 | 5,244 | 14,528 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 9.1 | 10.0 | 75.0% | 0 | 2.33s | 512 | 570 | 4,305 | |
| Kimi K2.7 Code | 7.3 | 5.8 | 83.3% | 2 | 11.56s | 618 | 3,048 | 5,041 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 5.5 | 10.0 | 33.3% | 0 | 4.09s | 8,126 | 461 | 8,597 | |
| Kimi K2.7 Code | 7.8 | 9.3 | 66.7% | 0 | 146.73s | 4,650 | 1,864 | 25,635 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 7.2 | 9.1 | 50.0% | 0 | 16.63s | 93,097 | 8,706 | 16,997 | |
| Kimi K2.7 Code | 7.3 | 5.8 | 83.3% | 1 | 66.03s | 57,353 | 3,642 | 21,308 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 2.29s | 7,362 | 279 | 2,952 | |
| Kimi K2.7 Code | 10.0 | 10.0 | 100.0% | 0 | 12.27s | 7,014 | 248 | 2,569 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 5.3 | 10.0 | 33.3% | 0 | 4.09s | 652 | 18 | 6,120 | |
| Kimi K2.7 Code | 3.7 | 6.5 | 22.2% | 1 | 184.17s | 443 | 29,311 | 66,939 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 3.16s | 488 | 96 | 1,488 | |
| Kimi K2.7 Code | 10.0 | 10.0 | 100.0% | 0 | 10.78s | 477 | 1,024 | 1,071 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 1.91s | 621 | 72 | 2,121 | |
| Kimi K2.7 Code | 9.9 | 10.0 | 100.0% | 0 | 5.39s | 669 | 725 | 1,232 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 7.7 | 10.0 | 66.7% | 0 | 5.30s | 566 | 141 | 1,896 | |
| Kimi K2.7 Code | 5.9 | 7.7 | 44.4% | 1 | 41.00s | 651 | 15,438 | 17,368 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 3.80s | 5,909 | 234 | 912 | |
| Kimi K2.7 Code | 3.0 | 10.0 | 0.0% | 0 | 0ms | 0 | 0 | 0 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 3.0 | 10.0 | 0.0% | 0 | 2.68s | 160 | 12 | 1,801 | |
| Kimi K2.7 Code | 3.0 | 10.0 | 0.0% | 0 | 341.76s | 210 | 2,153 | 40,930 |
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