API cost decision in 10 seconds

GLM 4.7 vs Aion-2.0

Pick GLM 4.7 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 GLM 4.7 when budget and context both matter.

On the standard 1M input plus 500K output workload, GLM 4.7 is estimated at $1.27 vs $1.6 for Aion-2.0, saving $0.33 (20.3% lower).

Cost-first pickGLM 4.7
Context-first pickGLM 4.7
Sample savings$0.3320.3%
10x traffic gap$3.25

GLM 4.7 is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $3.25. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Cost winner changes by workload shape: input-heavy / RAG favors GLM 4.7, balanced workload favors GLM 4.7, and output-heavy chatbot favors Aion-2.0.

Workload shapeToken mixBetter pickGLM 4.7Aion-2.0
Input-heavy / RAG5M input + 500K outputGLM 4.7$2.88$4.8
Balanced workload1M input + 1M outputGLM 4.7$2.15$2.4
Output-heavy chatbot1M input + 5M outputAion-2.0$9.15$8.8
Cheaper input GLM 4.7 $0.4 vs $0.8 / 1M

GLM 4.7 is $0.4 cheaper per 1M input tokens (50% lower; 2x difference).

Cheaper output Aion-2.0 $1.75 vs $1.6 / 1M

Aion-2.0 is $0.15 cheaper per 1M output tokens (8.6% lower; 1.09x difference).

Larger context GLM 4.7 202.75K vs 131.07K

GLM 4.7 has 71.68K more context (1.55x larger).

Sample workload GLM 4.7 $1.27 vs $1.6

GLM 4.7 is $0.33 cheaper on the standard workload (20.3% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
GLM 4.7 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

GLM 4.7 has the lower input price; Aion-2.0 has the lower output price; GLM 4.7 offers the larger context window. For the 1M input plus 500K output sample, GLM 4.7 is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $1.27 for GLM 4.7 and $1.6 for Aion-2.0.

Best Fit

Choose GLM 4.7 when you care most about lower input-token price, and larger context window.

Choose Aion-2.0 when you care most about lower output-token price.

Decision Notes
  • On the standard 1M input plus 500K output workload, GLM 4.7 is estimated at $1.27 vs $1.6 for Aion-2.0, saving $0.33 (20.3% lower).
  • GLM 4.7 is $0.33 cheaper on the standard workload (20.3% lower).
  • GLM 4.7 is $0.4 cheaper per 1M input tokens (50% lower; 2x difference).
  • Aion-2.0 is $0.15 cheaper per 1M output tokens (8.6% lower; 1.09x difference).
  • GLM 4.7 has 71.68K more context (1.55x larger).
Head-to-Head Specs
FeatureGLM 4.7
(Z.ai)
Aion-2.0
(AionLabs)
Input Price
prompt tokens per 1M
$0.4$0.8
Completion Price
per 1M tokens
$1.75$1.6
Sample Workload Cost
1M input + 500K output
$1.27$1.6
Context Window202.75K131.07K
Release Date
Popularity#71#117

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionGLM 4.7On the standard 1M input plus 500K output workload, GLM 4.7 is estimated at $1.27 vs $1.6 for Aion-2.0, saving $0.33 (20.3% lower).
High-volume input processingGLM 4.7Lower 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 workGLM 4.7A 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 4.7 when lower sample workload cost matters most: $0.
  • GLM 4 32B can replace GLM 4.7 when lower sample workload cost matters most: $0.15.
  • GLM 4.7 Flash can replace GLM 4.7 when lower sample workload cost matters most: $0.26.
  • GLM 4.5 Air can replace GLM 4.7 when lower sample workload cost matters most: $0.54.
Larger context near this budget

Cheaper alternatives

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Larger context alternatives

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Provider catalogs

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Z.ai catalog

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AionLabs catalog

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GLM-4.7 is Z.ai’s latest flagship model, featuring upgrades in two key areas: enhanced programming capabilities and more stable multi-step reasoning/execution. It demonstrates significant improvements in executing complex agent tasks while...

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