DeepSeek benchmarks.
A lab-level profile for DeepSeek, covering tracked models, category leaders, open/proprietary mix, speed, value, source coverage, and portfolio depth.
Lab rank
#14
By available Arena average
Models tracked
20
15 open-weight models
Portfolio coverage
24%
Average matched benchmark signals
Fastest model
0.87s
DeepSeek V4 Flash
Lab profile
Portfolio shape, leaders, and model coverage.
The lab page now starts with the portfolio read, then drills into category leaders, value rankings, and model-level coverage rather than repeating source panels.
Portfolio read
DeepSeek has 20 tracked benchmark profiles.
The portfolio combines 5 proprietary models and 15 open-weight models. Its average available Arena rank is 112.7, with a best category rank of #27. Average profile coverage is 24%, so model-level gaps remain visible in the cards below.
Best Arena model
DeepSeek V4 Pro Thinking
Best category rank #27
Highest coverage
DeepSeek V4 Pro Thinking
56% matched signals
Fastest response
DeepSeek V4 Flash
0.87s first token
Access mix
Open versus proprietary
Proprietary
5 / 25%
Open weights
15 / 75%
Value leader
DeepSeek V4 Flash ThinkingCategory leaders
Best model by benchmark lens.
Each card shows the highest-ranked model from this lab in a composite benchmark suite, with the global rank and index left intact.
Value
Quality, price, latency, and speed
DeepSeek V4 Flash Thinking
value index
Coding
Code Arena, SWE-bench, and output speed
DeepSeek V3.2
coding index
Agents
Search, document, code, and latency
DeepSeek V4 Flash
agent proxy
Reasoning
Text, document, vision, and mode signals
DeepSeek V4 Pro Thinking
reasoning proxy
Context
Document, search, and text proxy
DeepSeek V4 Pro Thinking
context proxy
DeepSeek value ranking table
Models from this lab with both quality and commercial price matches.
Top 12 of 12
| Rank | Model | Index | Price | Latency | Speed | Quality | Sources |
|---|---|---|---|---|---|---|---|
| #1 | 91value index | $0.175blended / 1M tokens | Not listedtime to first token | Not listedoutput speed | 87quality signal | ArenaArtificial Analysis | |
| #3 | 88value index | $0.865blended / 1M tokens | Not listedtime to first token | Not listedoutput speed | 83quality signal | ArenaArtificial Analysis | |
| #4 | 87value index | $2.06blended / 1M tokens | Not listedtime to first token | Not listedoutput speed | 84quality signal | ArenaArtificial Analysis | |
| #5 | 87value index | $1.91blended / 1M tokens | Not listedtime to first token | Not listedoutput speed | 83quality signal | ArenaArtificial Analysis | |
| #7 | 85value index | $1.17blended / 1M tokens | Not listedtime to first token | Not listedoutput speed | 79quality signal | ArenaArtificial Analysis | |
| #10 | 84value index | $0.175blended / 1M tokens | 0.87stime to first token | 116 tok/soutput speed | 87quality signal | ArenaArtificial Analysis | |
| #11 | 84value index | $2.43blended / 1M tokens | Not listedtime to first token | Not listedoutput speed | 79quality signal | ArenaArtificial Analysis | |
| #17 | 81value index | $0.493blended / 1M tokens | Not listedtime to first token | Not listedoutput speed | 72quality signal | ArenaArtificial Analysis | |
| #23 | 80value index | $0.544blended / 1M tokens | 1.05stime to first token | 62 tok/soutput speed | 80quality signal | ArenaArtificial Analysis | |
| #26 | 79value index | $0.544blended / 1M tokens | 1.09stime to first token | 59 tok/soutput speed | 79quality signal | ArenaArtificial Analysis | |
| #38 | 78value index | $0.315blended / 1M tokens | Not listedtime to first token | Not listedoutput speed | 66quality signal | ArenaArtificial Analysis | |
| #53 | 75value index | $0.315blended / 1M tokens | Not listedtime to first token | Not listedoutput speed | 62quality signal | ArenaArtificial Analysis |
Model portfolio
DeepSeek model coverage map.
Every tracked model keeps its best Arena rank, coverage score, commercial metrics, and suite placement visible in one scannable grid.
DeepSeek V4 Pro Thinking
deepseek-v4-pro-thinking
Coverage
56%
Best Arena
#27
Code
Value
#23
value index
Coding
#47
coding index
Latency
1.05s
62 tok/s
DeepSeek V4 Pro
deepseek-v4-pro
Coverage
56%
Best Arena
#31
Code
Value
#26
value index
Coding
#52
coding index
Latency
1.09s
59 tok/s
DeepSeek V3.2 Thinking
deepseek-v3.2-thinking
Coverage
22%
Best Arena
#60
Code
Value
Not listed
No price match
Coding
#59
coding index
Latency
Not listed
Not listed
DeepSeek V4 Flash Thinking
deepseek-v4-flash-thinking
Coverage
22%
Best Arena
#67
Text
Value
#1
value index
Coding
Not listed
No coding index
Latency
Not listed
Not listed
DeepSeek V4 Flash
deepseek-v4-flash
Coverage
44%
Best Arena
#70
Text
Value
#10
value index
Coding
#108
coding index
Latency
0.87s
116 tok/s
DeepSeek V3.2
deepseek-v3.2
Coverage
44%
Best Arena
#71
Code
Value
#38
value index
Coding
#31
coding index
Latency
Not listed
Not listed
DeepSeek V3.2 Exp
deepseek-v3.2-exp
Coverage
33%
Best Arena
#78
Code
Value
#53
value index
Coding
#81
coding index
Latency
Not listed
Not listed
DeepSeek V3.2 Exp Thinking
deepseek-v3.2-exp-thinking
Coverage
11%
Best Arena
#88
Text
Value
Not listed
No price match
Coding
Not listed
No coding index
Latency
Not listed
Not listed
DeepSeek R1 0528
deepseek-r1-0528
Coverage
22%
Best Arena
#95
Text
Value
#4
value index
Coding
Not listed
No coding index
Latency
Not listed
Not listed
DeepSeek V3.1 Terminus Thinking
deepseek-v3.1-terminus-thinking
Coverage
11%
Best Arena
#99
Text
Value
Not listed
No price match
Coding
Not listed
No coding index
Latency
Not listed
Not listed
DeepSeek V3.1
deepseek-v3.1
Coverage
22%
Best Arena
#100
Text
Value
#3
value index
Coding
Not listed
No coding index
Latency
Not listed
Not listed
DeepSeek V3.1 Thinking
deepseek-v3.1-thinking
Coverage
11%
Best Arena
#103
Text
Value
Not listed
No price match
Coding
Not listed
No coding index
Latency
Not listed
Not listed
DeepSeek V3.1 Terminus
deepseek-v3.1-terminus
Coverage
22%
Best Arena
#106
Text
Value
#5
value index
Coding
Not listed
No coding index
Latency
Not listed
Not listed
DeepSeek R1
deepseek-r1
Coverage
22%
Best Arena
#128
Text
Value
#11
value index
Coding
Not listed
No coding index
Latency
Not listed
Not listed
DeepSeek V3 0324
deepseek-v3-0324
Coverage
22%
Best Arena
#130
Text
Value
#7
value index
Coding
Not listed
No coding index
Latency
Not listed
Not listed
DeepSeek V3
deepseek-v3
Coverage
22%
Best Arena
#170
Text
Value
#17
value index
Coding
Not listed
No coding index
Latency
Not listed
Not listed
DeepSeek V2.5 1210
deepseek-v2.5-1210
Coverage
11%
Best Arena
#216
Text
Value
Not listed
No price match
Coding
Not listed
No coding index
Latency
Not listed
Not listed
DeepSeek V2.5
deepseek-v2.5
Coverage
11%
Best Arena
#238
Text
Value
Not listed
No price match
Coding
Not listed
No coding index
Latency
Not listed
Not listed
DeepSeek Coder V2
deepseek-coder-v2
Coverage
11%
Best Arena
#272
Text
Value
Not listed
No price match
Coding
Not listed
No coding index
Latency
Not listed
Not listed
DeepSeek Llm 67b Chat
deepseek-llm-67b-chat
Coverage
11%
Best Arena
#312
Text
Value
Not listed
No price match
Coding
Not listed
No coding index
Latency
Not listed
Not listed
