- Rank
- #28
- Total Output Tokens
- 43,450
- Response Time (avg)
- 13.24s
- Total Cost
- $2.870
Claude Opus 5 (medium) vs DeepSeek V4.1 Flash 1017 (low)
Claude Opus 5 (medium) leads on average score with 9.4 vs 9.2. DeepSeek V4.1 Flash 1017 (low) has the lower benchmark cost at $0.355 vs $2.870. Claude Opus 5 (medium) is faster at 13.24s vs 32.55s, with pass rates of 84.1% vs 78.3%.
Compared models
- Rank
- #36
- Total Output Tokens
- 523,482
- Response Time (avg)
- 32.55s
- Total Cost
- $0.355
Recommended model
DeepSeek V4.1 Flash 1017 (low)
Its score stays close to the best score here (9.2 vs 9.4), while costing about 8.1x less than Claude Opus 5 (medium).
Detailed comparison
| Metric | Claude Opus 5 Claude Opus 5 medium | DeepSeek V4.1 Flash 1017 DeepSeek V4.1 Flash 1017 low |
|---|---|---|
| Score | 9.4 | 9.2 |
| Rank | #28 | #36 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.6 | 9.0 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 84.1% | 78.3% |
| Flaky tests | 1 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 15.102 | 2.214 |
| Total Cost | $2.870 | $0.355 |
| Input Price | $5.000 / 1M | $0.150 / 1M |
| Output Price | $25.000 / 1M | $0.600 / 1M |
| Cache Read Price | $0.500 / 1M | $0.003 / 1M |
| Cache Write Price | $6.250 / 1M | N/A |
| Total Input Tokens | 356,605 | 267,122 |
| Output Tokens | 26,715 | 7,369 |
| Reasoning Tokens | 17,041 | 516,113 |
| Response Time (avg) | 13.24s | 32.55s |
| Response Time (max) | 78.80s | 443.63s |
| Response Time (total) | 304.46s | 748.62s |
| Parameters | ~5T total (~500B active) | ~748B total (~16B 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.
#28 Claude Opus 5
medium- Cost
- $0.125
- Time
- 69.3s
- Tokens
- 5,134 tok
#36 DeepSeek V4.1 Flash 1017
low- Cost
- $0.006
- Time
- 63.8s
- Tokens
- 11,236 tok
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 5 | 10.0 | 10.0 | 100.0% | 0 | 78.80s | 221,001 | 2,901 | 4,237 | |
| DeepSeek V4.1 Flash 1017 | 10.0 | 10.0 | 100.0% | 0 | 46.67s | 156,869 | 2,102 | 5,290 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 5 | 10.0 | 10.0 | 100.0% | 0 | 5.46s | 834 | 1,559 | 572 | |
| DeepSeek V4.1 Flash 1017 | 8.3 | 10.0 | 75.0% | 0 | 2.02s | 852 | 171 | 2,193 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 5 | 10.0 | 10.0 | 100.0% | 0 | 9.56s | 10,590 | 5,224 | 1,162 | |
| DeepSeek V4.1 Flash 1017 | 10.0 | 10.0 | 100.0% | 0 | 27.01s | 7,509 | 323 | 45,628 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 5 | 10.0 | 10.0 | 100.0% | 0 | 23.89s | 98,197 | 7,895 | 1,276 | |
| DeepSeek V4.1 Flash 1017 | 10.0 | 10.0 | 100.0% | 0 | 18.73s | 82,444 | 3,880 | 15,379 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 5 | 10.0 | 10.0 | 100.0% | 0 | 3.92s | 10,503 | 355 | 161 | |
| DeepSeek V4.1 Flash 1017 | 10.0 | 10.0 | 100.0% | 0 | 1.71s | 7,446 | 207 | 1,344 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 5 | 2.9 | 7.2 | 11.1% | 1 | 26.35s | 972 | 6,224 | 8,562 | |
| DeepSeek V4.1 Flash 1017 | 3.6 | 7.2 | 22.2% | 1 | 174.63s | 909 | 9 | 428,331 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 5 | 10.0 | 10.0 | 100.0% | 0 | 3.56s | 708 | 291 | 0 | |
| DeepSeek V4.1 Flash 1017 | 10.0 | 10.0 | 100.0% | 0 | 2.25s | 549 | 116 | 553 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 5 | 10.0 | 10.0 | 100.0% | 0 | 4.16s | 909 | 377 | 351 | |
| DeepSeek V4.1 Flash 1017 | 10.0 | 10.0 | 100.0% | 0 | 1.25s | 783 | 69 | 898 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 5 | 10.0 | 10.0 | 100.0% | 0 | 4.27s | 894 | 836 | 465 | |
| DeepSeek V4.1 Flash 1017 | 6.9 | 4.9 | 77.8% | 2 | 2.54s | 828 | 236 | 3,620 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 5 | 10.0 | 10.0 | 100.0% | 0 | 8.76s | 11,739 | 354 | 0 | |
| DeepSeek V4.1 Flash 1017 | 10.0 | 10.0 | 100.0% | 0 | 1.92s | 8,672 | 237 | 338 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 5 | 3.0 | 10.0 | 0.0% | 0 | 7.03s | 258 | 699 | 255 | |
| DeepSeek V4.1 Flash 1017 | 3.0 | 10.0 | 0.0% | 0 | 33.79s | 261 | 19 | 12,539 |
Quick Compare
Switch Comparison Pair
DeepSeek V4.1 Flash 1017lowvsQwen3.8 MAXmediumClaude Sonnet 5.5maxvsDeepSeek V4.1 Flash 1017lowClaude Opus 5mediumvsGemini 3.7 FlashlowDeepSeek V4.1 Flash 1017lowvsGPT-5.5mediumDeepSeek V4.1 Flash 1017lowvsQwen3.8 Max (0902)highDeepSeek V4.1 Flash 1017lowvsMuse WondermediumClaude Opus 5.5mediumvsDeepSeek V4.1 Flash 1017lowDeepSeek V4.1 Flash 1017lowvsGPT-5.3-CodexmediumDeepSeek V4.1 Flash 1017lowvsMuse Spark OpenhighClaude Haiku 5.5xhighvsDeepSeek V4.1 Flash 1017lowDeepSeek V4.1 Flash 1017lowvsMuse Spark 1.3highDeepSeek V4.1 Flash 1017lowvsParetodefault