Qianfan-OCR-Fast is $4.32 cheaper per 1M input tokens (86.4% lower; 7.35x difference).
API cost decision in 10 seconds
Fugu Ultra vs Qianfan-OCR-Fast
Pick Qianfan-OCR-Fast for lower cost; pick Fugu Ultra only if the larger context window matters more.
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Data confirmed:
Prices normalized to USD per 1M tokens
Sample workload: 1M input + 500K output
Budget verdict
Pick Qianfan-OCR-Fast for lower cost; pick Fugu Ultra only if the larger context window matters more.
On the standard 1M input plus 500K output workload, Qianfan-OCR-Fast is estimated at $2.08 vs $20 for Fugu Ultra, saving $17.91 (89.6% lower).
Cost-first pickQianfan-OCR-Fast
Context-first pickFugu Ultra
Sample savings$17.9189.6%
10x traffic gap$179.15
Fugu Ultra has more context, but Qianfan-OCR-Fast saves $17.91 on the standard workload. At 10x that traffic, the same price gap is about $179.15. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
Qianfan-OCR-Fast stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | Fugu Ultra | Qianfan-OCR-Fast |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | Qianfan-OCR-Fast | $40 | $4.81 |
| Balanced workload | 1M input + 1M output | Qianfan-OCR-Fast | $35 | $3.49 |
| Output-heavy chatbot | 1M input + 5M output | Qianfan-OCR-Fast | $155 | $14.73 |
Qianfan-OCR-Fast is $27.19 cheaper per 1M output tokens (90.6% lower; 10.7x difference).
Fugu Ultra has 934.46K more context (15.3x larger).
Qianfan-OCR-Fast is $17.91 cheaper on the standard workload (89.6% 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
Qianfan-OCR-Fast has the lower input price; Qianfan-OCR-Fast has the lower output price; Fugu Ultra offers the larger context window. For the 1M input plus 500K output sample, Qianfan-OCR-Fast is cheaper for the standard workload.
For a 1M input token plus 500K output token workload, the estimated API cost is $20 for Fugu Ultra and $2.08 for Qianfan-OCR-Fast.
Choose Fugu Ultra when you care most about larger context window.
Choose Qianfan-OCR-Fast when you care most about lower input-token price, and lower output-token price.
- On the standard 1M input plus 500K output workload, Qianfan-OCR-Fast is estimated at $2.08 vs $20 for Fugu Ultra, saving $17.91 (89.6% lower).
- Qianfan-OCR-Fast is $17.91 cheaper on the standard workload (89.6% lower).
- Qianfan-OCR-Fast is $4.32 cheaper per 1M input tokens (86.4% lower; 7.35x difference).
- Qianfan-OCR-Fast is $27.19 cheaper per 1M output tokens (90.6% lower; 10.7x difference).
- Fugu Ultra has 934.46K more context (15.3x larger).
| Feature | Fugu Ultra (Sakana) | Qianfan-OCR-Fast (Baidu) |
|---|---|---|
| Input Price prompt tokens per 1M | $5 | $0.68 |
| Completion Price per 1M tokens | $30 | $2.81 |
| Sample Workload Cost 1M input + 500K output | $20 | $2.08 |
| Context Window | 1M | 65.54K |
| Release Date |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | Qianfan-OCR-Fast | On the standard 1M input plus 500K output workload, Qianfan-OCR-Fast is estimated at $2.08 vs $20 for Fugu Ultra, saving $17.91 (89.6% lower). |
| High-volume input processing | Qianfan-OCR-Fast | Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill. |
| Long responses and chatbots | Qianfan-OCR-Fast | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | Fugu Ultra | A larger context window leaves more room for retrieved passages, conversation history, or source files. |
Related Alternatives
- Sakana Namazu can replace Fugu Ultra when lower sample workload cost matters most: $2.95.
- 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.
- Grok 4.20 Multi-Agent offers 2M context with $2.5 sample workload cost.
- Grok 4.20 offers 2M context with $2.5 sample workload cost.
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- DeepSeek V4 Flash Latest offers 1.31M context with $0.11 sample workload cost.
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Qianfan-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.