API cost decision in 10 seconds

GLM 5V Turbo vs GPT-5.4 Image 2

Pick GLM 5V Turbo for lower cost; pick GPT-5.4 Image 2 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 GLM 5V Turbo for lower cost; pick GPT-5.4 Image 2 only if the larger context window matters more.

On the standard 1M input plus 500K output workload, GLM 5V Turbo is estimated at $3.2 vs $15.5 for GPT-5.4 Image 2, saving $12.3 (79.4% lower).

Cost-first pickGLM 5V Turbo
Context-first pickGPT-5.4 Image 2
Sample savings$12.379.4%
10x traffic gap$123

GPT-5.4 Image 2 has more context, but GLM 5V Turbo saves $12.3 on the standard workload. At 10x that traffic, the same price gap is about $123. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

GLM 5V Turbo stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickGLM 5V TurboGPT-5.4 Image 2
Input-heavy / RAG5M input + 500K outputGLM 5V Turbo$8$47.5
Balanced workload1M input + 1M outputGLM 5V Turbo$5.2$23
Output-heavy chatbot1M input + 5M outputGLM 5V Turbo$21.2$83
Cheaper input GLM 5V Turbo $1.2 vs $8 / 1M

GLM 5V Turbo is $6.8 cheaper per 1M input tokens (85% lower; 6.67x difference).

Cheaper output GLM 5V Turbo $4 vs $15 / 1M

GLM 5V Turbo is $11 cheaper per 1M output tokens (73.3% lower; 3.75x difference).

Larger context GPT-5.4 Image 2 202.75K vs 272K

GPT-5.4 Image 2 has 69.25K more context (1.34x larger).

Sample workload GLM 5V Turbo $3.2 vs $15.5

GLM 5V Turbo is $12.3 cheaper on the standard workload (79.4% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
GLM 5V Turbo Calculating… Estimated API cost
GPT-5.4 Image 2 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

GLM 5V Turbo has the lower input price; GLM 5V Turbo has the lower output price; GPT-5.4 Image 2 offers the larger context window. For the 1M input plus 500K output sample, GLM 5V Turbo is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $3.2 for GLM 5V Turbo and $15.5 for GPT-5.4 Image 2.

Best Fit

Choose GLM 5V Turbo when you care most about lower input-token price, and lower output-token price.

Choose GPT-5.4 Image 2 when you care most about larger context window.

Decision Notes
  • On the standard 1M input plus 500K output workload, GLM 5V Turbo is estimated at $3.2 vs $15.5 for GPT-5.4 Image 2, saving $12.3 (79.4% lower).
  • GLM 5V Turbo is $12.3 cheaper on the standard workload (79.4% lower).
  • GLM 5V Turbo is $6.8 cheaper per 1M input tokens (85% lower; 6.67x difference).
  • GLM 5V Turbo is $11 cheaper per 1M output tokens (73.3% lower; 3.75x difference).
  • GPT-5.4 Image 2 has 69.25K more context (1.34x larger).
Head-to-Head Specs
FeatureGLM 5V Turbo
(Z.ai)		GPT-5.4 Image 2
(OpenAI)
Input Price
prompt tokens per 1M		$1.2$8
Completion Price
per 1M tokens		$4$15
Sample Workload Cost
1M input + 500K output		$3.2$15.5
Context Window202.75K272K
Release Date
Popularity#136#137

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionGLM 5V TurboOn the standard 1M input plus 500K output workload, GLM 5V Turbo is estimated at $3.2 vs $15.5 for GPT-5.4 Image 2, saving $12.3 (79.4% lower).
High-volume input processingGLM 5V TurboLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsGLM 5V TurboLower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workGPT-5.4 Image 2A larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • GLM 4.5 Air (free) can replace GLM 5V Turbo when lower sample workload cost matters most: $0.
  • GLM 4 32B can replace GLM 5V Turbo when lower sample workload cost matters most: $0.15.
  • GLM 4.7 Flash can replace GLM 5V Turbo when lower sample workload cost matters most: $0.26.
  • GLM 4.5 Air can replace GLM 5V Turbo when lower sample workload cost matters most: $0.54.
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.
  • Grok 4.20 Multi-Agent offers 2M context with $5 sample workload cost.
  • GPT-5.4 offers 1.05M context with $10 sample workload cost.

Cheaper alternatives

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

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Larger context alternatives

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

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Provider catalogs

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Z.ai catalog

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OpenAI catalog

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GPT-5.4 Image 2

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