DeepSeek logo Open weights · Apache 2.0

DeepSeek OCR-2

A roughly 3B MoE vision-language model (570M active) for document understanding, with weights under Apache 2.0.

Cheapest via Novita
Input
$0.03 /1M tokens
Output
$0.03 /1M tokens
Novita 1 provider

Key Specifications

Context window
8K tokens
Released
Parameters
3B, 0.57B active
Inputs
Text, image

Hosted API pricing

Provider Input /1M tokens Output /1M tokens Cost at 10M in + 2M out
Novita logo Novita $0.03 $0.03 $0.36 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 OCR-2 needs about 4 GB of GPU memory at 4-bit with its full 8K context. The cheapest rental that fits is 1× GTX 1660 Super at about $43 a month.

That costs the same as roughly 1B tokens a month on Novita's API. Self-hosting is more expensive below that volume.

Fits on 1
Precision Memory Cheapest fit (Full 8K context) Cost /mo Break-even vs API
4-bitINT4 / FP4
4 GB
$43
1B tokens /mo
8-bitFP8 / INT8
6 GB
$43
1B tokens /mo
16-bitFP16 / BF16
9 GB
$43
1B 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 OCR-2 by blended rate, each at its own cheapest provider.

Model Blended /1M vs DeepSeek OCR-2
Meta Llama 3.1 8B Meta $0.025 −17%
DeepSeek DeepSeek OCR-2 This model DeepSeek $0.03
Alibaba Cloud Qwen3.7-Flash Alibaba Cloud $0.0467 +56%
OpenAI GPT-OSS-20B OpenAI $0.0483 +61%
Cohere Command R7B Cohere $0.0583 +94%
Google Cloud Gemma 3 12B Instruct Google Cloud $0.0583 +94%
Meta Llama 3.2 1B Meta $0.0583 +94%
OpenAI GPT-OSS-120B OpenAI $0.0633 +111%
Nvidia Nemotron 3 Nano 30B A3B Nvidia $0.075 +150%
Meta Llama 3 8B Meta $0.0833 +178%
Alibaba Cloud Qwen3-Coder-30B-A3B Alibaba Cloud $0.0917 +206%

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 OCR-2 good for?

Document parsing and OCR. Apache 2.0 weights, small enough for a single consumer GPU, at the lower-cost end of DeepSeek's lineup.

When is DeepSeek OCR-2 not a good fit?

General chat, coding or agent work: it has no tool calling, and each call takes only a short document.

What is the cheapest way to run DeepSeek OCR-2?

Hosted, unless you push serious volume. Novita charges $0.03 in / $0.03 out per 1M tokens. The cheapest rental that fits is 1x GTX 1660 Super at $43 a month, which costs the same as about 1B tokens a month on that API.

Can I self-host DeepSeek OCR-2?

Yes. The weights are Apache 2.0 licensed. At 4-bit it needs about 4 GB of GPU memory, which starts at roughly $43 a month on the cheapest rental that fits.

More from DeepSeek

Model Context Input /1M Output /1M
DeepSeek DeepSeek V4 Flash Open weights 1M $0.08 $0.25
DeepSeek DeepSeek V3.2 Open weights 131K $0.25 $0.80
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 V3 Open weights 128K $0.27 $1.12
DeepSeek DeepSeek V4.1 Flash Open weights 1M $0.30 $1.20
DeepSeek DeepSeek V4 Pro Open weights 1M $0.45 $0.89
DeepSeek DeepSeek V3 Turbo Open weights 64K $0.40 $1.30