Open weights model

Released April 2026

DeepSeek V4 Pro (Reasoning, Max Effort) API Provider Benchmarking & Analysis

Model Comparison

This analysis is intended to support you in choosing the best API provider of DeepSeek V4 Pro (Reasoning, Max Effort) for your use-case.

Fastest

#1
BasetenBaseten
140.1 t/s
#2
NebiusNebius
97.6 t/s
#3
AzureAzure
90.4 t/s
#4
Bitdeer AIBitdeer AI
80.0 t/s
#5
DeepSeekDeepSeek
75.5 t/s

Output speed

Total 9 providers

Lowest Latency

#1
BasetenBaseten
31.80 s
#2
NebiusNebius
46.18 s
#3
AzureAzure
50.10 s
#4
Bitdeer AIBitdeer AI
56.66 s
#5
DeepSeekDeepSeek
59.60 s

Time to first answer token

Total 9 providers

Lowest Price

#1
DeepSeekDeepSeek
$0.18
#2
GMIGMI
$0.31
#3
DeepInfra (FP4)DeepInfra (FP4)
$0.59
#4
Bitdeer AIBitdeer AI
$0.66
#5
SiliconFlow (FP8)SiliconFlow (FP8)
$0.71

Blended price (per 1M tokens)

Total 9 providers

DeepSeek V4 Pro (max) is available through 9 API providers, each offering different performance characteristics and pricing. Below is a comparison of the key metrics across providers.

  • For output speed, the top providers are Baseten (140.1 t/s), Nebius (97.6 t/s), and Azure (90.4 t/s). Speed varies significantly across providers, with a 181% difference between the fastest and slowest.
  • For latency, Baseten (31.80s), Nebius (46.18s), and Azure (50.10s) offer the lowest time to first answer token.
  • For pricing, DeepSeek (0.18), GMI (0.31), and DeepInfra (FP4) (0.59) offer the lowest blended prices per 1M tokens. Prices vary up to 10.9x across providers.
  • Baseten offers the best performance with both the highest speed and lowest latency. For cost optimization, DeepSeek provides the most competitive pricing.

Highlights

Output tokens per second · Higher is better
Seconds · Lower is better
USD per 1M tokens (blended) · Lower is better

Update: Default performance benchmarking workload has updated to 10k input tokens to better reflect production use cases. You can still select different workloads above.

Pricing

Pricing: Cache Hit, Input, and Output

Price (USD per M Tokens) · Lower is better · 10,000 input tokens

Pricing: Blended Price

Blended at 7:2:1 (cache-input-output) · USD per 1M tokens (blended) · Lower is better

Pricing: Cache Discount

1 - (cache hit price / input price) · Higher is better

Output Speed vs. Price

Blended at 7:2:1 (cache-input-output) · Output speed: output tokens per second · USD per 1M tokens (blended)
Most attractive quadrant
Pareto line

Speed

Measured by Output Speed (tokens per second)

Output Speed: DeepSeek V4 Pro (Reasoning, Max Effort)

Output speed: output tokens per second · 10,000 input tokens

Latency vs. Output Speed

Latency: seconds to first token received · Output speed: output tokens per second · 10,000 input tokens
Most attractive quadrant

Latency

Measured by Time (seconds) to First Token

Time to First Answer Token

Seconds to first token received · Lower is better · 10,000 input tokens

End-to-End Response Time

Seconds to output 500 tokens, calculated based on time to first token, 'thinking' time for reasoning models, and output speed

End-to-End Response Time

Seconds to output 500 tokens, including reasoning model 'thinking' time · Lower is better · 10,000 input tokens

Key Comparison Metrics & API Features

DeepInfra logoDeepInfra
1.05M
Open
$1.19
48
1.19
102.99
91.37
Microsoft Azure logoMicrosoft Azure
1M
Open
$9.65
88
1.71
57.38
49.96
Novita logoNovita
1.05M
Open
$1.09
66
1.75
75.64
66.31
Bitdeer AI logoBitdeer AI
1M
Open
$0.71
78
2.01
64.62
56.19
SiliconFlow logoSiliconFlow
1.05M
Open
--
50
1.80
99.54
87.71
GMI logoGMI
1.05M
Open
--
--
--
--
--
Nebius logoNebius
1M
Open
$9.70
112
1.31
44.72
38.95
Baseten logoBaseten
1M
Open
$3.73
137
0.57
36.08
31.87
DeepSeek logoDeepSeek
1M
Open
$0.12
65
1.63
76.56
67.25

Frequently Asked Questions

Common questions about DeepSeek V4 Pro (Reasoning, Max Effort) providers