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Claude Opus 4.7 (medium) vs DeepSeek V4.1 Flash 1017 (max)

DeepSeek V4.1 Flash 1017 (max) leads on average score with 8.2 vs 8.1. DeepSeek V4.1 Flash 1017 (max) has the lower benchmark cost at $0.757 vs $3.636. Claude Opus 4.7 (medium) is faster at 14.12s vs 78.20s, with pass rates of 81.2% vs 76.8%.

Last updated at: 2026-10-26

Compared models

Rank
#116
Total Output Tokens
57,978
Response Time (avg)
14.12s
Total Cost
$3.636
Rank
#108
Total Output Tokens
1,170,181
Response Time (avg)
78.20s
Total Cost
$0.757
Recommended model DeepSeek V4.1 Flash 1017 (max)

It has the best score here (8.2), while costing about 4.8x less than Claude Opus 4.7 (medium).

Detailed comparison

Metric Claude Opus 4.7 Claude Opus 4.7 medium Release: 2026-04-16 DeepSeek V4.1 Flash 1017 DeepSeek V4.1 Flash 1017 max Release: 2026-10-18
Score 8.1 8.2
Rank #116 #108
Reliability 10.0 10.0
Consistency 9.3 8.2
Attempts 69/69 69/69
Tests Correct
Attempt pass rate 81.2% 76.8%
Flaky tests 2 5
Total Runs 69 69
Cost per result 20.200 5.041
Total Cost $3.636 $0.757
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 437,293 360,065
Output Tokens 29,102 7,711
Reasoning Tokens 28,876 1,162,470
Response Time (avg) 14.12s 78.20s
Response Time (max) 150.60s 605.14s
Response Time (total) 310.55s 1798.65s
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.

#116 Claude Opus 4.7

medium
Cost
$0.059
Time
26.8s
Tokens
2,475 tok

#108 DeepSeek V4.1 Flash 1017

max
Cost
$0.018
Time
135.0s
Tokens
35,163 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

Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Claude Opus 4.7 7.6 7.2 77.8% 1 12.96s 10,635 7,629 1,114
DeepSeek V4.1 Flash 1017 5.6 4.2 66.7% 2 199.23s 7,509 111 475,423

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