This model is deprecated. We only continue performance benchmarking for the default 10k input token workload. Results for other workloads are historical and no longer updated.

DeepSeek has launched a newer release, DeepSeek V3.1. We suggest considering it instead.

DeepSeek

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Open weights model

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Released May 2025

DeepSeek R1 0528 (May '25) API Provider Benchmarking & Analysis

Model Comparison

This analysis is intended to support you in choosing the best API provider of DeepSeek R1 0528 (May '25) for your use-case.

Fastest

Google Vertex

153.1 t/s

DeepInfra

24.6 t/s

Novita

24.2 t/s

Output speed

Total 5 providers

Lowest Latency

Google Vertex

14.05 s

DeepInfra

82.27 s

Novita

83.98 s

Time to first answer token

Total 5 providers

Lowest Price

DeepInfra

$0.56

Novita

$0.64

Google Vertex

$1.76

Hyperbolic

$3.00

Together AI

$3.40

Blended price (per 1M tokens)

Total 5 providers

DeepSeek R1 0528 is available through 5 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 Google Vertex (153.1 t/s), DeepInfra (24.6 t/s), and Novita (24.2 t/s).
For latency, Google Vertex (14.05s), DeepInfra (82.27s), and Novita (83.98s) offer the lowest time to first answer token.
For pricing, DeepInfra (0.56), Novita (0.64), and Google Vertex (1.76) offer the lowest blended prices per 1M tokens. Prices vary up to 6.1x across providers.
Google Vertex offers the best performance with both the highest speed and lowest latency. For cost optimization, DeepInfra provides the most competitive pricing.

Speed

Output tokens per second · Higher is better

Latency

Seconds to first answer token received · Lower is better

Price

USD per 1M tokens (blended) · Lower is better

Pricing

Pricing: Cache Hit, Input, and Output: DeepSeek R1 0528 Providers

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

Price per token for cached prompts (previously processed), typically offering a significant discount compared to regular input price, represented as USD per million tokens. The values shown here are the cache hit price; cache write and cache storage are billed separately and vary by provider — see "Cache pricing by provider" for detail.

Cost per Intelligence Index Task: DeepSeek R1 0528 Providers

Weighted average cost (USD) per Artificial Analysis Intelligence Index task, segmented by token type · Lower is better

No data available

Weighted average cost per Intelligence Index task. Each evaluation’s cost is calculated from input, cache hit, cache write, reasoning, and answer token prices, divided by task count, and weighted by its Intelligence Index weight.

Output Speed vs. Price: DeepSeek R1 0528 Providers

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

Most attractive quadrant

Pareto line

Tokens per second received while the model is generating tokens (ie. after first chunk has been received from the API for models which support streaming).

Speed

Measured by Output Speed (tokens per second)

Output Speed: DeepSeek R1 0528 (May '25)

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

Tokens per second received while the model is generating tokens (ie. after first chunk has been received from the API for models which support streaming).

Figures represent performance of the model's first-party API or the median across providers where a first-party API is not available.

Time per Intelligence Index Task: DeepSeek R1 0528 Providers

Weighted average decode time (minutes) per task; excludes TTFT and overhead time · Lower is better

No data available

The weighted average time (seconds) per Artificial Analysis Intelligence Index task. This is calculated by dividing output tokens per task by output speed, weighted by the relative weights of each benchmark in the Intelligence Index.

Cost per Task vs. Time per Task: DeepSeek R1 0528 Providers

Weighted average cost (USD) per Intelligence Index task · Weighted average decode time (minutes) per Intelligence Index task

Most attractive quadrant

No data available

Latency

Measured by Time (seconds) to First Token

Time to First Answer Token: DeepSeek R1 0528 Providers

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

Time to first answer token received, in seconds, after API request sent. For reasoning models, this includes the 'thinking' time of the model before providing an answer. For models which do not support streaming, this represents time to receive the completion.

Figures represent median (P50) measurement over the past 72 hours to reflect sustained changes in performance.

Cache Behaviour

Cache Hit Rate: DeepSeek R1 0528 Providers

Share of cacheable input tokens served from cache · Median of the last four weeks, updated Sep 26, 2026

The share of cacheable input tokens served from the provider's prompt cache, measured during multi-turn agentic coding sessions. We regularly measure each endpoint and report a representative rate based on recent measurements. Higher values mean more of the input is billed at the cheaper cache-hit price, where the provider offers one, which lowers the effective cost of agentic workloads. For further details, see our methodology page.

Cost per Task vs. Cache Hit Rate: DeepSeek R1 0528 Providers

Weighted average cost (USD) per Intelligence Index task · Cache hit rate: median of the last four weeks, updated Sep 26, 2026

Most attractive quadrant

No data available

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: DeepSeek R1 0528 Providers

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

Seconds to receive a 500 token response. Key components:

Input time: Time to receive the first response token
Thinking time (only for reasoning models): Time reasoning models spend outputting tokens to reason prior to providing an answer. Amount of tokens based on the average reasoning tokens across a diverse set of 60 prompts (methodology details).
Answer time: Time to generate 500 output tokens, based on output speed

Key Comparison Metrics & API Features



Together AI	164k	Open	--	--	--	--	--
Hyperbolic	164k	Open	--	--	--	--	--
Google	164k	Open	--	157	0.98	16.93	12.76
Novita	164k	Open	--	23	1.25	109.63	86.70
DeepInfra	164k	Open	--	25	0.94	102.87	81.54

Frequently Asked Questions

Common questions about DeepSeek R1 0528 (May '25) providers

DeepSeek R1 0528 (May '25) is available through 5 API providers: Together AI, Hyperbolic, Google Vertex, Novita, and DeepInfra. Each provider offers different performance characteristics and pricing.

DeepSeek R1 0528 (May '25) is currently available through 5 API providers that we benchmark and track.

The fastest providers for DeepSeek R1 0528 (May '25) by output speed are Google Vertex (153.1 t/s), DeepInfra (24.6 t/s), and Novita (24.2 t/s). Output speed measures how quickly tokens are generated after the model starts responding.

The providers with the lowest time to first answer token for DeepSeek R1 0528 (May '25) are Google Vertex (14.05s), DeepInfra (82.27s), and Novita (83.98s). Lower latency means faster initial response time.

The most affordable providers for DeepSeek R1 0528 (May '25) by blended price are DeepInfra ($0.56 per 1M tokens), Novita ($0.64 per 1M tokens), and Google Vertex ($1.76 per 1M tokens). Blended price uses a 7:2:1 cache hit/input/output token ratio.

The providers with the lowest input token pricing for DeepSeek R1 0528 (May '25) are DeepInfra ($0.50 per 1M input tokens), Novita ($0.70 per 1M input tokens), and Google Vertex ($1.35 per 1M input tokens).

The providers with the lowest output token pricing for DeepSeek R1 0528 (May '25) are DeepInfra ($2.15 per 1M output tokens), Novita ($2.50 per 1M output tokens), and Hyperbolic ($3.00 per 1M output tokens).

Prices for DeepSeek R1 0528 (May '25) vary up to 6.1x across providers. The most affordable is DeepInfra at $0.56 per 1M tokens, while Together AI charges $3.40 per 1M tokens.

Output speed for DeepSeek R1 0528 (May '25) varies significantly across providers. Google Vertex is the fastest at 153.1 t/s, which is 6.3x faster than Novita at 24.2 t/s.

4 of 5 providers support JSON mode for DeepSeek R1 0528 (May '25): Together AI, Google Vertex, Novita, and DeepInfra.

All 5 providers of DeepSeek R1 0528 (May '25) support function calling (tool use).

For DeepSeek R1 0528 (May '25), Google Vertex offers the best performance with highest speed and lowest latency. For cost optimization, DeepInfra provides the most competitive pricing.

When choosing a provider for DeepSeek R1 0528 (May '25), consider: output speed (for throughput-intensive tasks), latency (for interactive applications requiring quick first responses), pricing (for cost-sensitive workloads), and API features like JSON mode or function calling.

Yes, provider performance can vary over time due to infrastructure changes, load balancing, and updates. We continuously benchmark all providers and display historical performance trends in the "Over Time" charts.

For information about DeepSeek R1 0528 (May '25)'s intelligence, capabilities, modalities, and how it compares to other models, see the model overview page. View model overview

DeepSeek R1 0528 (May '25) API Provider Benchmarking & Analysis

Fastest

Lowest Latency

Lowest Price

Speed

Latency

Price

Pricing

Pricing: Cache Hit, Input, and Output: DeepSeek R1 0528 Providers

Cache Hit

Cost per Intelligence Index Task: DeepSeek R1 0528 Providers

Cost per Intelligence Index Task

Output Speed vs. Price: DeepSeek R1 0528 Providers

Output Speed

Speed

Output Speed: DeepSeek R1 0528 (May '25)

Output Speed

Model Performance Representation

Time per Intelligence Index Task: DeepSeek R1 0528 Providers

Time per Intelligence Index Task

Cost per Task vs. Time per Task: DeepSeek R1 0528 Providers

Cost per Intelligence Index Task

Latency

Time to First Answer Token: DeepSeek R1 0528 Providers

Time to First Answer Token

Median

Cache Behaviour

Cache Hit Rate: DeepSeek R1 0528 Providers

What Cache Hit Rate Shows

Cost per Task vs. Cache Hit Rate: DeepSeek R1 0528 Providers

Cost per Intelligence Index Task

End-to-End Response Time

End-to-End Response Time: DeepSeek R1 0528 Providers

End-to-End Response Time

Key Comparison Metrics & API Features

Frequently Asked Questions

Where can I access DeepSeek R1 0528 (May '25)?

How many API providers offer DeepSeek R1 0528 (May '25)?

Which provider is fastest for DeepSeek R1 0528 (May '25)?

Which provider has the lowest latency for DeepSeek R1 0528 (May '25)?

Which provider is cheapest for DeepSeek R1 0528 (May '25)?

Which provider has the lowest input price for DeepSeek R1 0528 (May '25)?

Which provider has the lowest output price for DeepSeek R1 0528 (May '25)?

How much do prices vary across DeepSeek R1 0528 (May '25) providers?

How much does speed vary across DeepSeek R1 0528 (May '25) providers?

Which DeepSeek R1 0528 (May '25) providers support JSON mode?

Which DeepSeek R1 0528 (May '25) providers support function calling?

Which is the best provider for DeepSeek R1 0528 (May '25)?

How do I choose a provider for DeepSeek R1 0528 (May '25)?

Does provider performance for DeepSeek R1 0528 (May '25) change over time?

What are the overall capabilities of DeepSeek R1 0528 (May '25)?