API cost decision in 10 seconds

GPT-5.5 Pro vs GLM 5V Turbo

Pick GLM 5V Turbo for lower cost; pick GPT-5.5 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 GLM 5V Turbo for lower cost; pick GPT-5.5 Pro 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 $120 for GPT-5.5 Pro, saving $116.8 (97.3% lower).

Cost-first pickGLM 5V Turbo
Context-first pickGPT-5.5 Pro
Sample savings$116.897.3%
10x traffic gap$1168

GPT-5.5 Pro has more context, but GLM 5V Turbo saves $116.8 on the standard workload. At 10x that traffic, the same price gap is about $1168. 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 pickGPT-5.5 ProGLM 5V Turbo
Input-heavy / RAG5M input + 500K outputGLM 5V Turbo$240$8
Balanced workload1M input + 1M outputGLM 5V Turbo$210$5.2
Output-heavy chatbot1M input + 5M outputGLM 5V Turbo$930$21.2
Cheaper input GLM 5V Turbo $30 vs $1.2 / 1M

GLM 5V Turbo is $28.8 cheaper per 1M input tokens (96% lower; 25x difference).

Cheaper output GLM 5V Turbo $180 vs $4 / 1M

GLM 5V Turbo is $176 cheaper per 1M output tokens (97.8% lower; 45x difference).

Larger context GPT-5.5 Pro 1.05M vs 202.75K

GPT-5.5 Pro has 847.25K more context (5.18x larger).

Sample workload GLM 5V Turbo $120 vs $3.2

GLM 5V Turbo is $116.8 cheaper on the standard workload (97.3% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
GPT-5.5 Pro 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

GLM 5V Turbo has the lower input price; GLM 5V Turbo has the lower output price; GPT-5.5 Pro 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 $120 for GPT-5.5 Pro and $3.2 for GLM 5V Turbo.

Best Fit

Choose GPT-5.5 Pro when you care most about larger context window.

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

Decision Notes
  • On the standard 1M input plus 500K output workload, GLM 5V Turbo is estimated at $3.2 vs $120 for GPT-5.5 Pro, saving $116.8 (97.3% lower).
  • GLM 5V Turbo is $116.8 cheaper on the standard workload (97.3% lower).
  • GLM 5V Turbo is $28.8 cheaper per 1M input tokens (96% lower; 25x difference).
  • GLM 5V Turbo is $176 cheaper per 1M output tokens (97.8% lower; 45x difference).
  • GPT-5.5 Pro has 847.25K more context (5.18x larger).
Head-to-Head Specs
FeatureGPT-5.5 Pro
(OpenAI)
GLM 5V Turbo
(Z.ai)
Input Price
prompt tokens per 1M
$30$1.2
Completion Price
per 1M tokens
$180$4
Sample Workload Cost
1M input + 500K output
$120$3.2
Context Window1.05M202.75K
Release Date

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 $120 for GPT-5.5 Pro, saving $116.8 (97.3% 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-5.5 ProA larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • gpt-oss-120b (free) can replace GPT-5.5 Pro when lower sample workload cost matters most: $0.
  • gpt-oss-20b (free) can replace GPT-5.5 Pro when lower sample workload cost matters most: $0.
  • gpt-oss-20b can replace GPT-5.5 Pro when lower sample workload cost matters most: $0.1.
  • gpt-oss-120b can replace GPT-5.5 Pro when lower sample workload cost matters most: $0.13.
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Cheaper alternatives

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Larger context alternatives

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Provider catalogs

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OpenAI catalog

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Z.ai catalog

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

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GPT-5.5 Pro

GPT-5.5 Pro is OpenAI’s high-capability model optimized for deep reasoning and accuracy on complex, high-stakes workloads. It features a 1M+ token context window (922K input, 128K output) with support for...

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,...