API cost decision in 10 seconds

NewOpenAI GPT Terra Latest vs Aion-3.0

Pick Aion-3.0 for lower cost; pick OpenAI GPT Terra Latest 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 OpenAI GPT Terra Latest 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 OpenAI GPT Terra Latest, saving $2 (25% lower).

Cost-first pickAion-3.0
Context-first pickOpenAI GPT Terra Latest
Sample savings$225%
10x traffic gap$20

OpenAI GPT Terra Latest 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 OpenAI GPT Terra Latest, balanced workload favors Aion-3.0, and output-heavy chatbot favors Aion-3.0.

Workload shapeToken mixBetter pickOpenAI GPT Terra LatestAion-3.0
Input-heavy / RAG5M input + 500K outputOpenAI GPT Terra Latest$16$18
Balanced workload1M input + 1M outputAion-3.0$14$9
Output-heavy chatbot1M input + 5M outputAion-3.0$62$33
Cheaper input OpenAI GPT Terra Latest $2 vs $3 / 1M

OpenAI GPT Terra Latest 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 OpenAI GPT Terra Latest 1.05M vs 131.07K

OpenAI GPT Terra Latest 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.
OpenAI GPT Terra Latest 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

OpenAI GPT Terra Latest has the lower input price; Aion-3.0 has the lower output price; OpenAI GPT Terra Latest 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 OpenAI GPT Terra Latest and $6 for Aion-3.0.

Best Fit

Choose OpenAI GPT Terra Latest 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 OpenAI GPT Terra Latest, saving $2 (25% lower).
  • Aion-3.0 is $2 cheaper on the standard workload (25% lower).
  • OpenAI GPT Terra Latest 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).
  • OpenAI GPT Terra Latest has 918.93K more context (8.01x larger).
Head-to-Head Specs
FeatureNewOpenAI GPT Terra Latest
(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 OpenAI GPT Terra Latest, saving $2 (25% lower).
High-volume input processingOpenAI GPT Terra LatestLower 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 workOpenAI GPT Terra LatestA 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 OpenAI GPT Terra Latest when lower sample workload cost matters most: $0.
  • gpt-oss-20b (free) can replace OpenAI GPT Terra Latest when lower sample workload cost matters most: $0.
  • gpt-oss-20b can replace OpenAI GPT Terra Latest when lower sample workload cost matters most: $0.1.
  • gpt-oss-120b can replace OpenAI GPT Terra Latest when lower sample workload cost matters most: $0.12.

Cheaper alternatives

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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

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OpenAI GPT Terra Latest

This model always redirects to the latest model in the OpenAI GPT Terra family.

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...