API cost decision in 10 seconds

Aion-3.0 vs GPT-5.5 (batch)

Pick Aion-3.0 for lower cost; pick GPT-5.5 (batch) 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-5.5 (batch) 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 $10 for GPT-5.5 (batch), saving $4 (40% lower).

Cost-first pickAion-3.0
Context-first pickGPT-5.5 (batch)
Sample savings$440%
10x traffic gap$40

GPT-5.5 (batch) has more context, but Aion-3.0 saves $4 on the standard workload. At 10x that traffic, the same price gap is about $40. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Aion-3.0 stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickAion-3.0GPT-5.5 (batch)
Input-heavy / RAG5M input + 500K outputAion-3.0$18$20
Balanced workload1M input + 1M outputAion-3.0$9$17.5
Output-heavy chatbot1M input + 5M outputAion-3.0$33$77.5
Cheaper input GPT-5.5 (batch) $3 vs $2.5 / 1M

GPT-5.5 (batch) is $0.5 cheaper per 1M input tokens (16.7% lower; 1.2x difference).

Cheaper output Aion-3.0 $6 vs $15 / 1M

Aion-3.0 is $9 cheaper per 1M output tokens (60% lower; 2.5x difference).

Larger context GPT-5.5 (batch) 131.07K vs 1.05M

GPT-5.5 (batch) has 918.93K more context (8.01x larger).

Sample workload Aion-3.0 $6 vs $10

Aion-3.0 is $4 cheaper on the standard workload (40% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Aion-3.0 Calculating… Estimated API cost
GPT-5.5 (batch) 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-5.5 (batch) has the lower input price; Aion-3.0 has the lower output price; GPT-5.5 (batch) 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 $6 for Aion-3.0 and $10 for GPT-5.5 (batch).

Best Fit

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

Choose GPT-5.5 (batch) when you care most about lower input-token price, and larger context window.

Decision Notes
  • On the standard 1M input plus 500K output workload, Aion-3.0 is estimated at $6 vs $10 for GPT-5.5 (batch), saving $4 (40% lower).
  • Aion-3.0 is $4 cheaper on the standard workload (40% lower).
  • GPT-5.5 (batch) is $0.5 cheaper per 1M input tokens (16.7% lower; 1.2x difference).
  • Aion-3.0 is $9 cheaper per 1M output tokens (60% lower; 2.5x difference).
  • GPT-5.5 (batch) has 918.93K more context (8.01x larger).
Head-to-Head Specs
FeatureAion-3.0
(AionLabs)
GPT-5.5 (batch)
(OpenAI)
Input Price
prompt tokens per 1M
$3$2.5
Completion Price
per 1M tokens
$6$15
Sample Workload Cost
1M input + 500K output
$6$10
Context Window131.07K1.05M
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 $10 for GPT-5.5 (batch), saving $4 (40% lower).
High-volume input processingGPT-5.5 (batch)Lower 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-5.5 (batch)A larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • Aion-3.0-Mini can replace Aion-3.0 when lower sample workload cost matters most: $1.4.
  • Aion-1.0-Mini can replace Aion-3.0 when lower sample workload cost matters most: $1.4.
  • Aion-2.0 can replace Aion-3.0 when lower sample workload cost matters most: $1.6.
  • Aion-RP 1.0 (8B) can replace Aion-3.0 when lower sample workload cost matters most: $1.6.

Cheaper alternatives

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

Open cheapest models

Larger context alternatives

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

Open largest context models

Provider catalogs

Compare models within provider hubs before choosing a final API vendor.

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AionLabs catalog

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

Open AionLabs models

OpenAI catalog

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

Open OpenAI models
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...

GPT-5.5 (batch)

GPT-5.5 is OpenAI’s frontier model designed for complex professional workloads, building on GPT-5.4 with stronger reasoning, higher reliability, and improved token efficiency on hard tasks. It features a 1M+ token...