DeepSeek-OCR 2
DeepSeek · Undisclosed (DeepEncoder V2)
A specialist that makes OCR nearly lossless
Scores 91.09 on OmniDocBench v1.5, up 3.73 points, reading documents in human causal order. Not a generalist — but on documents it is in a league of its own.
Last updated Oct 18, 2026Editorial scoring
Bottom line
Eight-dimension breakdown
editorial mapping · 0–100- DeepSeek-OCR 281.9
Weights: perception 20 / documents 18 / charts 14 / video 14 / agents 14 / generation 6 / Chinese 6 / ecosystem 8. Definitions and sources on the methodology page.
Public benchmarks
as reported, not converted| Benchmark / metric | Value | Note |
|---|---|---|
| OmniDocBench v1.5 | 91.09% | +3.73 vs previous |
| 单价 | ¥0.8 | Per 1M output |
Public scores come from different versions and prompts and are not interchangeable with our composite; they are one evidence input.
Scenario mapping
five stress tests, one scale| Scenario | Score | Observation |
|---|---|---|
| Chinese receipt OCR | 98 · Best in test | |
| Chart data extraction | 87 · Great layout parsing, average arithmetic | |
| 30-min video QA | 60 · Unsupported | |
| Mobile GUI control | 65 · Reads screens, cannot plan | |
| Chinese cultural context | 88 · Strong document context |
Strengths and limitations
Strengths
- OmniDocBench 91.09 — #1 on documents.
- Reading order and layout restoration are close to human.
- Open and very cheap for large batch jobs.
Limitations
- Image/document only; no video or audio.
- Generation and agent abilities are largely absent.
- Handwriting and low-quality scans still need work.
Price and real cost
List price
¥0.8/M tokens
Open; API ≈ ¥0.8 / 1M output. For 1,000 images at 1,024px, ~1,100 image tokens each and 300 output tokens, the monthly cost is about ¥0.5 (assuming input at 25% of output price).
Use your volumeAbout DeepSeek-OCR 2
Is DeepSeek-OCR 2 open source?
Licence: Open (MIT-style). Weights are available, but check the exact terms and filing requirements before commercial use.
How much does DeepSeek-OCR 2 cost?
Open; API ≈ ¥0.8 / 1M output. It ranks #20 with a composite of 81.9. Real bills depend on resolution, tiling, caching and volume discounts.
What is DeepSeek-OCR 2 best for?
Batch receipt and contract structuring; Archive digitization; RAG document preprocessing。
Why does DeepSeek-OCR 2 score 81.9?
The composite weights eight dimensions: perception 20%, documents 18%, charts 14%, video 14%, agents 14%, generation 6%, Chinese 6%, ecosystem 8%. Its strongest dimension is Document parsing & Chinese OCR; its weakest is Generation & editing.
Personal ranking · Not an official score
Every ranking, score and comparison on this page is an independent personal ranking, not an official score, and represents no vendor, institution or regulator. Scores are a subjective mapping of public evidence under our own weights — change the weights and the order changes. Disagree, or spotted a factual error? Contact the site owner: jizhi2024@foxmail.com — we check each report and log corrections in the changelog.