- Rank
- #36
- Total Output Tokens
- 513,770
- Response Time (avg)
- 120.04s
- Total Cost
- $6.107
Gemini 4 Carbon (high) vs GPT-5.5 (medium)
Gemini 4 Carbon (high) leads on average score with 9.3 vs 9.2. GPT-5.5 (medium) has the lower benchmark cost at $4.809 vs $6.107. GPT-5.5 (medium) is faster at 39.86s vs 120.04s, with pass rates of 97.1% vs 88.4%.
Compared models
- Rank
- #44
- Total Output Tokens
- 130,107
- Response Time (avg)
- 39.86s
- Total Cost
- $4.809
Recommended model
GPT-5.5 (medium)
Its score stays close to the best score here (9.2 vs 9.3), while responding about 3.0x faster than Gemini 4 Carbon (high).
Detailed comparison
| Metric | Gemini 4 Carbon Gemini 4 Carbon high | GPT-5.5 GPT-5.5 medium |
|---|---|---|
| Score | 9.3 | 9.2 |
| Rank | #36 | #44 |
| Reliability | 9.0 | 10.0 |
| Consistency | 9.3 | 9.0 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 97.1% | 88.4% |
| Flaky tests | 2 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 29.080 | 25.306 |
| Total Cost | $6.107 | $4.809 |
| Input Price | $2.000 / 1M | $5.000 / 1M |
| Output Price | $10.000 / 1M | $30.000 / 1M |
| Cache Read Price | $0.100 / 1M | $0.500 / 1M |
| Cache Write Price | $0.188 / 1M | N/A |
| Total Input Tokens | 484,505 | 180,959 |
| Output Tokens | 6,098 | 6,472 |
| Reasoning Tokens | 507,672 | 123,635 |
| Response Time (avg) | 120.04s | 39.86s |
| Response Time (max) | 443.11s | 332.10s |
| Response Time (total) | 2760.87s | 916.82s |
| Parameters | ~1.2T total (~20B active) | ~1.5T total (~100B active) |
| Availability | Closed | Closed |
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.
#36 Gemini 4 Carbon
high
Reached the allocated time limit (600 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 600.0s
- Tokens
- 0 tok
#44 GPT-5.5
medium- Cost
- $0.112
- Time
- 71.9s
- Tokens
- 3,807 tok
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 4 Carbon | 10.0 | 10.0 | 100.0% | 0 | 242.71s | 228,686 | 1,076 | 30,888 | |
| GPT-5.5 | 10.0 | 10.0 | 100.0% | 0 | 59.39s | 100,291 | 855 | 3,936 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 4 Carbon | 10.0 | 10.0 | 100.0% | 0 | 11.36s | 918 | 181 | 6,246 | |
| GPT-5.5 | 10.0 | 10.0 | 100.0% | 0 | 4.66s | 606 | 250 | 1,335 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 4 Carbon | 10.0 | 10.0 | 100.0% | 0 | 119.00s | 8,448 | 495 | 79,534 | |
| GPT-5.5 | 8.8 | 7.8 | 88.9% | 1 | 59.77s | 7,305 | 362 | 24,959 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 4 Carbon | 4.7 | 1.6 | 66.7% | 2 | 399.18s | 205,214 | 3,187 | 143,193 | |
| GPT-5.5 | 10.0 | 10.0 | 100.0% | 0 | 33.52s | 57,466 | 3,944 | 6,735 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 4 Carbon | 10.0 | 10.0 | 100.0% | 0 | 21.49s | 8,025 | 336 | 8,927 | |
| GPT-5.5 | 10.0 | 10.0 | 100.0% | 0 | 4.18s | 7,140 | 234 | 593 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 4 Carbon | 10.0 | 10.0 | 100.0% | 0 | 337.62s | 963 | 48 | 198,683 | |
| GPT-5.5 | 5.3 | 7.2 | 44.4% | 1 | 168.16s | 732 | 67 | 80,505 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 4 Carbon | 10.0 | 10.0 | 100.0% | 0 | 22.70s | 591 | 137 | 3,276 | |
| GPT-5.5 | 10.0 | 10.0 | 100.0% | 0 | 4.16s | 477 | 138 | 223 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 4 Carbon | 10.0 | 10.0 | 100.0% | 0 | 24.45s | 825 | 96 | 8,586 | |
| GPT-5.5 | 10.0 | 10.0 | 100.0% | 0 | 3.36s | 660 | 93 | 538 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 4 Carbon | 10.0 | 10.0 | 100.0% | 0 | 16.38s | 882 | 226 | 5,881 | |
| GPT-5.5 | 10.0 | 10.0 | 100.0% | 0 | 6.76s | 642 | 241 | 2,225 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 4 Carbon | 10.0 | 10.0 | 100.0% | 0 | 97.59s | 29,692 | 292 | 15,637 | |
| GPT-5.5 | 10.0 | 10.0 | 100.0% | 0 | 10.57s | 5,445 | 258 | 832 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 4 Carbon | 10.0 | 10.0 | 100.0% | 0 | 43.18s | 261 | 24 | 6,821 | |
| GPT-5.5 | 2.8 | 1.6 | 33.3% | 1 | 37.86s | 195 | 30 | 1,754 |
Quick Compare
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