DeepSeek V3.2 Speciale is $0.39 cheaper per 1M input tokens (57.8% lower; 2.37x difference).
API cost decision in 10 seconds
Qianfan-OCR-Fast vs DeepSeek V3.2 Speciale
Pick DeepSeek V3.2 Speciale when budget and context both matter.
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Data confirmed:
Prices normalized to USD per 1M tokens
Sample workload: 1M input + 500K output
Budget verdict
Pick DeepSeek V3.2 Speciale when budget and context both matter.
On the standard 1M input plus 500K output workload, DeepSeek V3.2 Speciale is estimated at $0.5 vs $2.08 for Qianfan-OCR-Fast, saving $1.58 (75.9% lower).
Cost-first pickDeepSeek V3.2 Speciale
Context-first pickDeepSeek V3.2 Speciale
Sample savings$1.5875.9%
10x traffic gap$15.82
DeepSeek V3.2 Speciale is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $15.82. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
DeepSeek V3.2 Speciale stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | Qianfan-OCR-Fast | DeepSeek V3.2 Speciale |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | DeepSeek V3.2 Speciale | $4.81 | $1.65 |
| Balanced workload | 1M input + 1M output | DeepSeek V3.2 Speciale | $3.49 | $0.72 |
| Output-heavy chatbot | 1M input + 5M output | DeepSeek V3.2 Speciale | $14.73 | $2.44 |
DeepSeek V3.2 Speciale is $2.38 cheaper per 1M output tokens (84.7% lower; 6.52x difference).
DeepSeek V3.2 Speciale has 98.3K more context (2.5x larger).
DeepSeek V3.2 Speciale is $1.58 cheaper on the standard workload (75.9% lower).
Estimate your workload cost
Your Workload Cost
This estimate uses normalized public API pricing per 1M tokens. It is a planning aid, not a billing quote. Verify provider pricing, limits, and terms before production use.
Quick Decision
DeepSeek V3.2 Speciale has the lower input price; DeepSeek V3.2 Speciale has the lower output price; DeepSeek V3.2 Speciale offers the larger context window. For the 1M input plus 500K output sample, DeepSeek V3.2 Speciale is cheaper for the standard workload.
For a 1M input token plus 500K output token workload, the estimated API cost is $2.08 for Qianfan-OCR-Fast and $0.5 for DeepSeek V3.2 Speciale.
Choose Qianfan-OCR-Fast when its provider, model quality, latency, or availability is more important than the numeric price/context winner.
Choose DeepSeek V3.2 Speciale when you care most about lower input-token price, lower output-token price, and larger context window.
- On the standard 1M input plus 500K output workload, DeepSeek V3.2 Speciale is estimated at $0.5 vs $2.08 for Qianfan-OCR-Fast, saving $1.58 (75.9% lower).
- DeepSeek V3.2 Speciale is $1.58 cheaper on the standard workload (75.9% lower).
- DeepSeek V3.2 Speciale is $0.39 cheaper per 1M input tokens (57.8% lower; 2.37x difference).
- DeepSeek V3.2 Speciale is $2.38 cheaper per 1M output tokens (84.7% lower; 6.52x difference).
- DeepSeek V3.2 Speciale has 98.3K more context (2.5x larger).
| Feature | Qianfan-OCR-Fast (Baidu) | DeepSeek V3.2 Speciale (DeepSeek) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.68 | $0.287 |
| Completion Price per 1M tokens | $2.81 | $0.431 |
| Sample Workload Cost 1M input + 500K output | $2.08 | $0.5 |
| Context Window | 65.54K | 163.84K |
| Release Date |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | DeepSeek V3.2 Speciale | On the standard 1M input plus 500K output workload, DeepSeek V3.2 Speciale is estimated at $0.5 vs $2.08 for Qianfan-OCR-Fast, saving $1.58 (75.9% lower). |
| High-volume input processing | DeepSeek V3.2 Speciale | Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill. |
| Long responses and chatbots | DeepSeek V3.2 Speciale | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | DeepSeek V3.2 Speciale | A larger context window leaves more room for retrieved passages, conversation history, or source files. |
Related Alternatives
- ERNIE 4.5 21B A3B Thinking can replace Qianfan-OCR-Fast when lower sample workload cost matters most: $0.21.
- ERNIE 4.5 21B A3B can replace Qianfan-OCR-Fast when lower sample workload cost matters most: $0.21.
- ERNIE 4.5 VL 28B A3B can replace Qianfan-OCR-Fast when lower sample workload cost matters most: $0.42.
- ERNIE 4.5 300B A47B can replace Qianfan-OCR-Fast when lower sample workload cost matters most: $0.83.
- Llama 4 Scout offers 10M context with $0.23 sample workload cost.
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- Owl Alpha offers 1.05M context with $0 sample workload cost.
- DeepSeek V4 Flash offers 1.05M context with $0.2 sample workload cost.
- DeepSeek V4 Flash · DeepSeek · #1
- Hy3 preview · Tencent · #2
- Claude Opus 4.7 · Anthropic · #3
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Open DeepSeek modelsQianfan-OCR-Fast is a domain-specific multimodal large model purpose-built for OCR. By leveraging specialized OCR training data while preserving versatile multimodal intelligence, it provides a powerful performance upgrade over Qianfan-OCR.
DeepSeek-V3.2-Speciale is a high-compute variant of DeepSeek-V3.2 optimized for maximum reasoning and agentic performance. It builds on DeepSeek Sparse Attention (DSA) for efficient long-context processing, then scales post-training reinforcement learning...