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DeepSeek V3

DeepSeek's 671B MoE general-purpose model (37B active), an open-weight option for coding and reasoning.

Cheapest via Novita
Input
$0.27 /1M tokens
Output
$1.12 /1M tokens
Novita Azure Replicate 3 providers

Key Specifications

Context window
128K tokens
Released
Parameters
671B, 37B active
Inputs
Text
Capabilities Show details
Function calling Connect to external tools, APIs, and systems.

Hosted API pricing

Provider Input /1M tokens Output /1M tokens Cached input /1M Cost at 10M in + 2M out
Novita logo Novita Cheapest $0.27 $1.12 $0.14 $4.94 View
Microsoft Azure logo Azure $1.14 $4.56 $20.52 View
Replicate logo Replicate $1.45 $1.45 $17.40 View

Heads up: Base-tier, on-demand rates per 1M tokens; cached, batch and long-context tiers excluded. A provider may serve a shorter context or a quantized build than the creator's release. Verify before provisioning. More on how we price.

Estimated cost to self-host

DeepSeek V3 needs about 373 GB of GPU memory at 4-bit with 32K context. The cheapest rental that fits is 8× A100 at about $10,138 a month.

That costs the same as roughly 25B tokens a month on Novita's API. Self-hosting is more expensive below that volume.

Single node ≤ 8
Precision Memory Cheapest fit (32K context) Cost /mo Break-even vs API
4-bitINT4 / FP4
373 GB
$10,138
25B tokens /mo
8-bitFP8 / INT8
674 GB
$12,672
31B tokens /mo
16-bitFP16 / BF16
1,346 GB
$45,446
110B tokens /mo

Estimates based on median on-demand rates for Nvidia GPUs. Memory is weights plus KV cache for one request, using FP8 KV cache where supported and FP16/BF16 otherwise. Break-even assumes a 5:1 input-to-output ratio. No guarantee of runtime support, usable performance, or that a matching quantized build exists. How we estimate costs.

Similarly priced models

The models nearest DeepSeek V3 by blended rate, each at its own cheapest provider.

Model Blended /1M vs DeepSeek V3
OpenAI GPT-5.4 Nano OpenAI $0.375 −9%
Alibaba Cloud Qwen2.5-72B Instruct Alibaba Cloud $0.3833 −7%
DeepSeek DeepSeek V3.1 DeepSeek $0.3917 −5%
DeepSeek DeepSeek V3.1 Terminus DeepSeek $0.3917 −5%
Mistral Codestral Mistral $0.40 −3%
DeepSeek DeepSeek V3 This model DeepSeek $0.4117
Alibaba Cloud Qwen3.7-Plus Alibaba Cloud $0.4167 +1%
Alibaba Cloud Qwen3-VL-Plus Alibaba Cloud $0.4333 +5%
DeepSeek DeepSeek V4.1 Flash DeepSeek $0.45 +9%
MiniMax MiniMax-M2.5 MiniMax $0.45 +9%
Google Cloud Gemini 3.1 Flash-Lite Google Cloud $0.4583 +11%

Prices are USD per 1M tokens at each model's cheapest listed provider. Blended is the cost of 10M input plus 2M output tokens, spread over the 12M.

Frequently Asked Questions

What is DeepSeek V3 good for?

General chat and coding with tool calling. Open weights under the DeepSeek Model License, on a multi-GPU node.

When is DeepSeek V3 not a good fit?

Image input or structured output: it is text only. Its weights carry the DeepSeek Model License rather than the MIT terms of the later releases, and running them takes a multi-GPU node.

What is the cheapest way to run DeepSeek V3?

Hosted, unless you push serious volume. Novita charges $0.27 in / $1.12 out per 1M tokens. The cheapest rental that fits is 8x A100 at $10,138 a month, which costs the same as about 25B tokens a month on that API.

How does DeepSeek V3 compare with DeepSeek V3.1?

DeepSeek says DeepSeek V3.1 continues pretraining from DeepSeek V3 to extend its context, then post-trains one model with thinking and non-thinking modes, with better tool use and multi-step agent tasks. Same text input. DeepSeek V3 costs 12% more per 1M output tokens than DeepSeek V3.1, at each model's cheapest listed provider. It came out 8 months earlier, has a smaller context (128K against 131K tokens) and is licensed under DeepSeek Model License against MIT.

Can I self-host DeepSeek V3?

Yes. The weights are released under the DeepSeek Model License. At 4-bit it needs about 373 GB of GPU memory, which starts at roughly $10,138 a month on the cheapest rental that fits.

More from DeepSeek

Model Context Input /1M Output /1M
DeepSeek DeepSeek V3.1 Open weights 131K $0.27 $1.00
DeepSeek DeepSeek V3.1 Terminus Open weights 131K $0.27 $1.00
DeepSeek DeepSeek V4.1 Flash Open weights 1M $0.30 $1.20
DeepSeek DeepSeek V3.2 Open weights 131K $0.25 $0.80
DeepSeek DeepSeek V4 Pro Open weights 1M $0.45 $0.89
DeepSeek DeepSeek V3 Turbo Open weights 64K $0.40 $1.30
DeepSeek DeepSeek V4 Flash Vision Exp 1M $0.44 $1.32
DeepSeek DeepSeek R1 Distill Llama 70B Open weights 131K $0.80 $0.80