Thoughts on AI, technology, and the future we're building.
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Thoughts on AI, technology, and the future we're building.
New posts every week
A model-level benchmark profile for DeepSeek V4 Pro, combining Arena category ranks, suite indexes, commercial price and speed data, SWE-bench status, and lab context.
Lab
DeepSeek
Open weights
Coverage
44%
4 of 9 tracked signals
Best Arena rank
#38
Text Arena
Best suite
#8
Agents / 100
Model profile
This view treats missing values as coverage gaps, then puts every available score, rank, cost, and speed signal into the same visual hierarchy.
Analyst view
Its best composite result is rank #8 in the agents view, with a 100 agent proxy. The strongest raw Arena signal is Text Arena at rank #38 with 16,920 public votes.
Best current lane
Agents
#8 / 100 agent proxy
Strongest raw signal
Text
#38, 1454 score
Commercial posture
$0.544
1.15s first token / 43 tok/s
Coverage gaps
Profile completeness
Arena categories
1/5
Text
Commercial match
Live
DeepSeek V4 Pro (Non-reasoning)
SWE-bench
Not listed
No confident software benchmark row
Raw identifier
deepseek-v4-pro
Performance cockpit
Arena rows show score, public rank, confidence interval, vote count, and publish date. Missing rows stay visible as coverage gaps.
Text Arena
Arena category
1449-1460 CI
WebDev Arena
Arena category
Not listed
No confident public Arena row for this category.
Coverage gap
Vision Arena
Arena category
Not listed
No confident public Arena row for this category.
Coverage gap
Search Arena
Arena category
Not listed
No confident public Arena row for this category.
Coverage gap
Document Arena
Arena category
Not listed
No confident public Arena row for this category.
Coverage gap
SWE-bench Verified
Software issue resolution
Not listed
No confident SWE-bench row matched to this model.
Coverage gap
Cost and speed
Price, latency, and throughput are only shown when a confident commercial source row is matched.
Blended price
$0.544
USD / 1M tokens
Input price
$0.435
USD / 1M input tokens
Output price
$0.870
USD / 1M output tokens
Latency
1.15s
Median time to first token
Output speed
43 tok/s
Median generation speed
Matched source row
DeepSeek V4 Pro (Non-reasoning)Suite position
These views combine available public signals into purpose-specific indexes. A missing card means the model lacks enough source coverage for that lens.
Value
Quality, price, latency, and output speed
value index
Coding
Code Arena, SWE-bench, and output speed
coding index
Agents
Search, documents, code, and latency
agent proxy
Reasoning
Text, documents, vision, and mode signal
reasoning proxy
Long context
Document, search, and text benchmark proxy
context proxy
Lab context
Same-lab models make it easier to see whether this profile is a flagship, value play, specialist, or lower-coverage row.
DeepSeek V4 Pro Thinking
deepseek-v4-pro-thinking
Best rank
#17
Coverage
56%
DeepSeek V3.2 Thinking
deepseek-v3.2-thinking
Best rank
#49
Coverage
22%
DeepSeek V3.2
deepseek-v3.2
Best rank
#58
Coverage
44%
DeepSeek V4 Flash Thinking
deepseek-v4-flash-thinking
Best rank
#58
Coverage
22%
DeepSeek V3.2 Exp
deepseek-v3.2-exp
Best rank
#64
Coverage
33%
DeepSeek V4 Flash
deepseek-v4-flash
Best rank
#65
Coverage
44%
DeepSeek V3.2 Exp Thinking
deepseek-v3.2-exp-thinking
Best rank
#73
Coverage
11%
DeepSeek R1 0528
deepseek-r1-0528
Best rank
#79
Coverage
22%
