Qianfan-OCR-Fast is $29.32 cheaper per 1M input tokens (97.7% lower; 44.1x difference).
API cost decision in 10 seconds
Qianfan-OCR-Fast vs GPT-5.4 Pro
Pick Qianfan-OCR-Fast for lower cost; pick GPT-5.4 Pro only if the larger context window matters more.
Page updated:
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 GPT-5.4 Pro 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 $120 for GPT-5.4 Pro, saving $117.92 (98.3% lower).
Cost-first pickQianfan-OCR-Fast
Context-first pickGPT-5.4 Pro
Sample savings$117.9298.3%
10x traffic gap$1179.15
GPT-5.4 Pro has more context, but Qianfan-OCR-Fast saves $117.92 on the standard workload. At 10x that traffic, the same price gap is about $1179.15. 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 | Qianfan-OCR-Fast | GPT-5.4 Pro |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | Qianfan-OCR-Fast | $4.81 | $240 |
| Balanced workload | 1M input + 1M output | Qianfan-OCR-Fast | $3.49 | $210 |
| Output-heavy chatbot | 1M input + 5M output | Qianfan-OCR-Fast | $14.73 | $930 |
Qianfan-OCR-Fast is $177.19 cheaper per 1M output tokens (98.4% lower; 64.1x difference).
GPT-5.4 Pro has 984.46K more context (16x larger).
Qianfan-OCR-Fast is $117.92 cheaper on the standard workload (98.3% 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; GPT-5.4 Pro 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 $2.08 for Qianfan-OCR-Fast and $120 for GPT-5.4 Pro.
Choose Qianfan-OCR-Fast when you care most about lower input-token price, and lower output-token price.
Choose GPT-5.4 Pro when you care most about larger context window.
- On the standard 1M input plus 500K output workload, Qianfan-OCR-Fast is estimated at $2.08 vs $120 for GPT-5.4 Pro, saving $117.92 (98.3% lower).
- Qianfan-OCR-Fast is $117.92 cheaper on the standard workload (98.3% lower).
- Qianfan-OCR-Fast is $29.32 cheaper per 1M input tokens (97.7% lower; 44.1x difference).
- Qianfan-OCR-Fast is $177.19 cheaper per 1M output tokens (98.4% lower; 64.1x difference).
- GPT-5.4 Pro has 984.46K more context (16x larger).
| Feature | Qianfan-OCR-Fast (Baidu) | GPT-5.4 Pro (OpenAI) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.68 | $30 |
| Completion Price per 1M tokens | $2.81 | $180 |
| Sample Workload Cost 1M input + 500K output | $2.08 | $120 |
| Context Window | 65.54K | 1.05M |
| 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 $120 for GPT-5.4 Pro, saving $117.92 (98.3% 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 | GPT-5.4 Pro | 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.
- Grok 4.20 Multi-Agent offers 2M context with $5 sample workload cost.
- Grok 4.20 offers 2M context with $2.5 sample workload cost.
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Open OpenAI 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.
GPT-5.4 Pro is OpenAI's most advanced model, building on GPT-5.4's unified architecture with enhanced reasoning capabilities for complex, high-stakes tasks. It features a 1M+ token context window (922K input, 128K...