API cost decision in 10 seconds

GPT-5.6 Terra Pro vs Aion-3.0

Pick Aion-3.0 for lower cost; pick GPT-5.6 Terra 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 Aion-3.0 for lower cost; pick GPT-5.6 Terra Pro only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Aion-3.0 is estimated at $6 vs $8 for GPT-5.6 Terra Pro, saving $2 (25% lower).

Cost-first pickAion-3.0
Context-first pickGPT-5.6 Terra Pro
Sample savings$225%
10x traffic gap$20

GPT-5.6 Terra Pro has more context, but Aion-3.0 saves $2 on the standard workload. At 10x that traffic, the same price gap is about $20. 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 GPT-5.6 Terra Pro, balanced workload favors Aion-3.0, and output-heavy chatbot favors Aion-3.0.

Workload shapeToken mixBetter pickGPT-5.6 Terra ProAion-3.0
Input-heavy / RAG5M input + 500K outputGPT-5.6 Terra Pro$16$18
Balanced workload1M input + 1M outputAion-3.0$14$9
Output-heavy chatbot1M input + 5M outputAion-3.0$62$33
Cheaper input GPT-5.6 Terra Pro $2 vs $3 / 1M

GPT-5.6 Terra Pro is $1 cheaper per 1M input tokens (33.3% lower; 1.5x difference).

Cheaper output Aion-3.0 $12 vs $6 / 1M

Aion-3.0 is $6 cheaper per 1M output tokens (50% lower; 2x difference).

Larger context GPT-5.6 Terra Pro 1.05M vs 131.07K

GPT-5.6 Terra Pro has 918.93K more context (8.01x larger).

Sample workload Aion-3.0 $8 vs $6

Aion-3.0 is $2 cheaper on the standard workload (25% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
GPT-5.6 Terra Pro Calculating… Estimated API cost
Aion-3.0 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

GPT-5.6 Terra Pro has the lower input price; Aion-3.0 has the lower output price; GPT-5.6 Terra Pro offers the larger context window. For the 1M input plus 500K output sample, Aion-3.0 is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $8 for GPT-5.6 Terra Pro and $6 for Aion-3.0.

Best Fit

Choose GPT-5.6 Terra Pro when you care most about lower input-token price, and larger context window.

Choose Aion-3.0 when you care most about lower output-token price.

Decision Notes
  • On the standard 1M input plus 500K output workload, Aion-3.0 is estimated at $6 vs $8 for GPT-5.6 Terra Pro, saving $2 (25% lower).
  • Aion-3.0 is $2 cheaper on the standard workload (25% lower).
  • GPT-5.6 Terra Pro is $1 cheaper per 1M input tokens (33.3% lower; 1.5x difference).
  • Aion-3.0 is $6 cheaper per 1M output tokens (50% lower; 2x difference).
  • GPT-5.6 Terra Pro has 918.93K more context (8.01x larger).
Head-to-Head Specs
FeatureGPT-5.6 Terra Pro
(OpenAI)
Aion-3.0
(AionLabs)
Input Price
prompt tokens per 1M
$2$3
Completion Price
per 1M tokens
$12$6
Sample Workload Cost
1M input + 500K output
$8$6
Context Window1.05M131.07K
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionAion-3.0On the standard 1M input plus 500K output workload, Aion-3.0 is estimated at $6 vs $8 for GPT-5.6 Terra Pro, saving $2 (25% lower).
High-volume input processingGPT-5.6 Terra ProLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsAion-3.0Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workGPT-5.6 Terra 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-5.6 Terra Pro when lower sample workload cost matters most: $0.
  • gpt-oss-20b (free) can replace GPT-5.6 Terra Pro when lower sample workload cost matters most: $0.
  • gpt-oss-20b can replace GPT-5.6 Terra Pro when lower sample workload cost matters most: $0.1.
  • gpt-oss-120b can replace GPT-5.6 Terra Pro when lower sample workload cost matters most: $0.12.

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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OpenAI catalog

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

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AionLabs catalog

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

Open AionLabs models
GPT-5.6 Terra Pro

GPT-5.6 Terra Pro is the same underlying model as [GPT-5.6 Terra](https://openrouter.ai/openai/gpt-5.6-terra), served with `reasoning.mode` set to `pro` for higher-quality responses on complex tasks. Learn more in OpenAI's docs: https://developers.openai.com/api/docs/guides/reasoning#reasoning-mode

Aion-3.0

Aion-3.0 is a multi-model roleplaying and storytelling system from AionLabs, built on the GLM family of models. It uses a collaborative generation process in which multiple specialized models each contribute...