API cost decision in 10 seconds

Qianfan-OCR-Fast vs GLM 5V Turbo

Pick Qianfan-OCR-Fast for lower cost; pick GLM 5V Turbo 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 GLM 5V Turbo 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 $3.2 for GLM 5V Turbo, saving $1.12 (34.8% lower).

Cost-first pickQianfan-OCR-Fast
Context-first pickGLM 5V Turbo
Sample savings$1.1234.8%
10x traffic gap$11.15

GLM 5V Turbo has more context, but Qianfan-OCR-Fast saves $1.12 on the standard workload. At 10x that traffic, the same price gap is about $11.15. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Qianfan-OCR-Fast stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickQianfan-OCR-FastGLM 5V Turbo
Input-heavy / RAG5M input + 500K outputQianfan-OCR-Fast$4.81$8
Balanced workload1M input + 1M outputQianfan-OCR-Fast$3.49$5.2
Output-heavy chatbot1M input + 5M outputQianfan-OCR-Fast$14.73$21.2
Cheaper input Qianfan-OCR-Fast $0.68 vs $1.2 / 1M

Qianfan-OCR-Fast is $0.52 cheaper per 1M input tokens (43.3% lower; 1.76x difference).

Cheaper output Qianfan-OCR-Fast $2.81 vs $4 / 1M

Qianfan-OCR-Fast is $1.19 cheaper per 1M output tokens (29.8% lower; 1.42x difference).

Larger context GLM 5V Turbo 65.54K vs 202.75K

GLM 5V Turbo has 137.22K more context (3.09x larger).

Sample workload Qianfan-OCR-Fast $2.08 vs $3.2

Qianfan-OCR-Fast is $1.12 cheaper on the standard workload (34.8% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Qianfan-OCR-Fast Calculating… Estimated API cost
GLM 5V Turbo 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; Qianfan-OCR-Fast has the lower output price; GLM 5V Turbo 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 $3.2 for GLM 5V Turbo.

Best Fit

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

Choose GLM 5V Turbo when you care most about larger context window.

Decision Notes
  • On the standard 1M input plus 500K output workload, Qianfan-OCR-Fast is estimated at $2.08 vs $3.2 for GLM 5V Turbo, saving $1.12 (34.8% lower).
  • Qianfan-OCR-Fast is $1.12 cheaper on the standard workload (34.8% lower).
  • Qianfan-OCR-Fast is $0.52 cheaper per 1M input tokens (43.3% lower; 1.76x difference).
  • Qianfan-OCR-Fast is $1.19 cheaper per 1M output tokens (29.8% lower; 1.42x difference).
  • GLM 5V Turbo has 137.22K more context (3.09x larger).
Head-to-Head Specs
FeatureQianfan-OCR-Fast
(Baidu)
GLM 5V Turbo
(Z.ai)
Input Price
prompt tokens per 1M
$0.68$1.2
Completion Price
per 1M tokens
$2.81$4
Sample Workload Cost
1M input + 500K output
$2.08$3.2
Context Window65.54K202.75K
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionQianfan-OCR-FastOn the standard 1M input plus 500K output workload, Qianfan-OCR-Fast is estimated at $2.08 vs $3.2 for GLM 5V Turbo, saving $1.12 (34.8% lower).
High-volume input processingQianfan-OCR-FastLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsQianfan-OCR-FastLower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workGLM 5V TurboA 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

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Larger context alternatives

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Provider catalogs

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Baidu catalog

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

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Z.ai catalog

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

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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.

GLM 5V Turbo

GLM-5V-Turbo is Z.ai’s first native multimodal agent foundation model, built for vision-based coding and agent-driven tasks. It natively handles image, video, and text inputs, excels at long-horizon planning, complex coding,...