API cost decision in 10 seconds

Qianfan-OCR-Fast vs Aion-2.0

Pick Aion-2.0 when budget and context both matter.

Page updated:  Data confirmed:  Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Aion-2.0 when budget and context both matter.

On the standard 1M input plus 500K output workload, Aion-2.0 is estimated at $1.6 vs $2.08 for Qianfan-OCR-Fast, saving $0.48 (23.3% lower).

Cost-first pickAion-2.0
Context-first pickAion-2.0
Sample savings$0.4823.3%
10x traffic gap$4.85

Aion-2.0 is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $4.85. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Aion-2.0 stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickQianfan-OCR-FastAion-2.0
Input-heavy / RAG5M input + 500K outputAion-2.0$4.81$4.8
Balanced workload1M input + 1M outputAion-2.0$3.49$2.4
Output-heavy chatbot1M input + 5M outputAion-2.0$14.73$8.8
Cheaper input Qianfan-OCR-Fast $0.68 vs $0.8 / 1M

Qianfan-OCR-Fast is $0.12 cheaper per 1M input tokens (15% lower; 1.18x difference).

Cheaper output Aion-2.0 $2.81 vs $1.6 / 1M

Aion-2.0 is $1.21 cheaper per 1M output tokens (43.1% lower; 1.76x difference).

Larger context Aion-2.0 65.54K vs 131.07K

Aion-2.0 has 65.54K more context (2x larger).

Sample workload Aion-2.0 $2.08 vs $1.6

Aion-2.0 is $0.48 cheaper on the standard workload (23.3% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Qianfan-OCR-Fast Calculating… Estimated API cost
Aion-2.0 Calculating… Estimated API cost
Cheaper for this workload Calculating… Difference: calculating…

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

Verdict

Qianfan-OCR-Fast has the lower input price; Aion-2.0 has the lower output price; Aion-2.0 offers the larger context window. For the 1M input plus 500K output sample, Aion-2.0 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 $1.6 for Aion-2.0.

Best Fit

Choose Qianfan-OCR-Fast when you care most about lower input-token price.

Choose Aion-2.0 when you care most about lower output-token price, and larger context window.

Decision Notes
  • On the standard 1M input plus 500K output workload, Aion-2.0 is estimated at $1.6 vs $2.08 for Qianfan-OCR-Fast, saving $0.48 (23.3% lower).
  • Aion-2.0 is $0.48 cheaper on the standard workload (23.3% lower).
  • Qianfan-OCR-Fast is $0.12 cheaper per 1M input tokens (15% lower; 1.18x difference).
  • Aion-2.0 is $1.21 cheaper per 1M output tokens (43.1% lower; 1.76x difference).
  • Aion-2.0 has 65.54K more context (2x larger).
Head-to-Head Specs
FeatureQianfan-OCR-Fast
(Baidu)
Aion-2.0
(AionLabs)
Input Price
prompt tokens per 1M
$0.68$0.8
Completion Price
per 1M tokens
$2.81$1.6
Sample Workload Cost
1M input + 500K output
$2.08$1.6
Context Window65.54K131.07K
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionAion-2.0On the standard 1M input plus 500K output workload, Aion-2.0 is estimated at $1.6 vs $2.08 for Qianfan-OCR-Fast, saving $0.48 (23.3% lower).
High-volume input processingQianfan-OCR-FastLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsAion-2.0Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workAion-2.0A larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • 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.
Larger context near this budget
  • Llama 4 Scout offers 10M context with $0.23 sample workload cost.
  • Grok 4.20 offers 2M context with $2.5 sample workload cost.
  • Owl Alpha offers 1.05M context with $0 sample workload cost.
  • DeepSeek V4 Flash offers 1.05M context with $0.2 sample workload cost.

Cheaper alternatives

Review low-cost models sorted by a standard 1M input plus 500K output workload.

Open cheapest models

Larger context alternatives

Find models with larger context windows for RAG, long documents, and codebase review.

Open largest context models

Provider catalogs

Compare models within provider hubs before choosing a final API vendor.

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Baidu catalog

Review all tracked Baidu models before deciding whether this matchup is the right shortlist.

Open Baidu models

AionLabs catalog

Check other AionLabs models with comparable pricing, context, or release timing.

Open AionLabs models
Qianfan-OCR-Fast

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.

Aion-2.0

Aion-2.0 is a variant of DeepSeek V3.2 optimized for immersive roleplaying and storytelling. It is particularly strong at introducing tension, crises, and conflict into stories, making narratives feel more engaging....