- Rank
- #143
- Total Output Tokens
- 69,489
- Response Time (avg)
- 17.13s
- Total Cost
- $3.787
Claude Opus 4.8 (low) vs Grok 4.7 (medium)
Grok 4.7 (medium) leads on average score with 7.3 vs 7.2. Grok 4.7 (medium) has the lower benchmark cost at $3.501 vs $3.787. Claude Opus 4.8 (low) is faster at 17.13s vs 117.65s, with pass rates of 78.3% vs 78.3%.
Compared models
- Rank
- #134
- Total Output Tokens
- 474,745
- Response Time (avg)
- 117.65s
- Total Cost
- $3.501
Recommended model
Claude Opus 4.8 (low)
Its score stays close to the best score here (7.2 vs 7.3), while responding about 6.9x faster than Grok 4.7 (medium).
Detailed comparison
| Metric | Claude Opus 4.8 Claude Opus 4.8 low | Grok 4.7 Grok 4.7 medium |
|---|---|---|
| Score | 7.2 | 7.3 |
| Rank | #143 | #134 |
| Reliability | 10.0 | 9.8 |
| Consistency | 8.6 | 8.3 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 78.3% | 78.3% |
| Flaky tests | 4 | 5 |
| Total Runs | 69 | 69 |
| Cost per result | 23.669 | 19.582 |
| Total Cost | $3.787 | $3.501 |
| Input Price | $5.000 / 1M | $2.000 / 1M |
| Output Price | $25.000 / 1M | $6.000 / 1M |
| Total Input Tokens | 409,947 | 326,066 |
| Output Tokens | 46,060 | 5,726 |
| Reasoning Tokens | 23,429 | 469,019 |
| Response Time (avg) | 17.13s | 117.65s |
| Response Time (max) | 127.97s | 660.89s |
| Response Time (total) | 394.01s | 2706.03s |
| Parameters | ~5T total (~500B active) | ~1.7T total (~170B active) |
| Availability | Closed | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#143 Claude Opus 4.8
low- Cost
- $0.031
- Time
- 14.1s
- Tokens
- 1,345 tok
#134 SpaceXAI: Grok 4.7
medium- Cost
- $0.047
- Time
- 132.3s
- Tokens
- 9,954 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 |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 4.7 | 3.1 | 33.3% | 1 | 110.68s | 253,425 | 3,004 | 14,248 | |
| Grok 4.7 | 3.9 | 9.6 | 0.0% | 0 | 372.09s | 218,873 | 1,065 | 39,947 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 3.30s | 834 | 793 | 371 | |
| Grok 4.7 | 10.0 | 10.0 | 100.0% | 0 | 16.01s | 2,991 | 54 | 7,224 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 6.6 | 4.6 | 77.8% | 2 | 7.58s | 10,590 | 3,637 | 809 | |
| Grok 4.7 | 6.6 | 4.6 | 77.8% | 2 | 312.17s | 10,266 | 349 | 172,347 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 9.9 | 10.0 | 100.0% | 0 | 36.87s | 119,079 | 13,586 | 2,867 | |
| Grok 4.7 | 10.0 | 10.0 | 100.0% | 0 | 96.50s | 67,788 | 3,524 | 38,447 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 6.3 | 5.8 | 66.7% | 1 | 2.27s | 10,503 | 310 | 0 | |
| Grok 4.7 | 10.0 | 10.0 | 100.0% | 0 | 5.16s | 8,937 | 225 | 2,344 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 5.3 | 10.0 | 33.3% | 0 | 46.54s | 972 | 23,226 | 4,472 | |
| Grok 4.7 | 5.3 | 7.2 | 44.4% | 1 | 300.37s | 2,523 | 15 | 169,756 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 2.55s | 708 | 231 | 0 | |
| Grok 4.7 | 5.4 | 2.5 | 66.7% | 1 | 32.39s | 1,077 | 76 | 5,830 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 9.8 | 10.0 | 100.0% | 0 | 2.78s | 909 | 111 | 221 | |
| Grok 4.7 | 8.4 | 6.9 | 83.3% | 1 | 6.68s | 1,857 | 57 | 2,742 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 3.01s | 894 | 592 | 184 | |
| Grok 4.7 | 10.0 | 10.0 | 100.0% | 0 | 18.46s | 2,430 | 135 | 9,678 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 6.85s | 11,775 | 370 | 35 | |
| Grok 4.7 | 10.0 | 10.0 | 100.0% | 0 | 4.79s | 8,535 | 206 | 406 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 3.0 | 10.0 | 0.0% | 0 | 5.48s | 258 | 200 | 222 | |
| Grok 4.7 | 3.0 | 10.0 | 0.0% | 0 | 123.05s | 789 | 20 | 20,298 |
Quick Compare
Switch Comparison Pair
Claude Opus 4.8lowvsQwen3.8 27BmediumFree AvailableLongCat 2.0highvsGrok 4.7mediumClaude Opus 4.8lowvsQwen3.7 FlashhighClaude Opus 4.8lowvsQwen3.5 Plus 2026-02-15mediumClaude Opus 4.8lowvsLongCat 2.0mediumGrok 4.7mediumvsGLM 5.3 FlashhighClaude Opus 4.8lowvsGLM 5mediumClaude Opus 4.8lowvsQwen3.5-27BnoneClaude Opus 4.8lowvsQwen3.6 27BmediumQwen3.5-27BnonevsGrok 4.7mediumClaude Opus 4.8lowvsGemini 3.5 Flash LitemediumClaude Opus 4.8lowvsQwen3.6 Plusmedium