API cost decision in 10 seconds

Laguna S 2.1 vs Aion-3.0-Mini

Pick Laguna S 2.1 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 Laguna S 2.1 when budget and context both matter.

On the standard 1M input plus 500K output workload, Laguna S 2.1 is estimated at $0.18 vs $1.4 for Aion-3.0-Mini, saving $1.22 (87.1% lower).

Cost-first pickLaguna S 2.1
Context-first pickLaguna S 2.1
Sample savings$1.2287.1%
10x traffic gap$12.2

Laguna S 2.1 is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $12.2. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Laguna S 2.1 stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickLaguna S 2.1Aion-3.0-Mini
Input-heavy / RAG5M input + 500K outputLaguna S 2.1$0.54$4.2
Balanced workload1M input + 1M outputLaguna S 2.1$0.27$2.1
Output-heavy chatbot1M input + 5M outputLaguna S 2.1$0.99$7.7
Cheaper input Laguna S 2.1 $0.09 vs $0.7 / 1M

Laguna S 2.1 is $0.61 cheaper per 1M input tokens (87.1% lower; 7.78x difference).

Cheaper output Laguna S 2.1 $0.18 vs $1.4 / 1M

Laguna S 2.1 is $1.22 cheaper per 1M output tokens (87.1% lower; 7.78x difference).

Larger context Laguna S 2.1 1.05M vs 131.07K

Laguna S 2.1 has 917.5K more context (8x larger).

Sample workload Laguna S 2.1 $0.18 vs $1.4

Laguna S 2.1 is $1.22 cheaper on the standard workload (87.1% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Laguna S 2.1 Calculating… Estimated API cost
Aion-3.0-Mini 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

Laguna S 2.1 has the lower input price; Laguna S 2.1 has the lower output price; Laguna S 2.1 offers the larger context window. For the 1M input plus 500K output sample, Laguna S 2.1 is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0.18 for Laguna S 2.1 and $1.4 for Aion-3.0-Mini.

Best Fit

Choose Laguna S 2.1 when you care most about lower input-token price, lower output-token price, and larger context window.

Choose Aion-3.0-Mini when its provider, model quality, latency, or availability is more important than the numeric price/context winner.

Decision Notes
  • On the standard 1M input plus 500K output workload, Laguna S 2.1 is estimated at $0.18 vs $1.4 for Aion-3.0-Mini, saving $1.22 (87.1% lower).
  • Laguna S 2.1 is $1.22 cheaper on the standard workload (87.1% lower).
  • Laguna S 2.1 is $0.61 cheaper per 1M input tokens (87.1% lower; 7.78x difference).
  • Laguna S 2.1 is $1.22 cheaper per 1M output tokens (87.1% lower; 7.78x difference).
  • Laguna S 2.1 has 917.5K more context (8x larger).
Head-to-Head Specs
FeatureLaguna S 2.1
(Poolside)
Aion-3.0-Mini
(AionLabs)
Input Price
prompt tokens per 1M
$0.09$0.7
Completion Price
per 1M tokens
$0.18$1.4
Sample Workload Cost
1M input + 500K output
$0.18$1.4
Context Window1.05M131.07K
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionLaguna S 2.1On the standard 1M input plus 500K output workload, Laguna S 2.1 is estimated at $0.18 vs $1.4 for Aion-3.0-Mini, saving $1.22 (87.1% lower).
High-volume input processingLaguna S 2.1Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsLaguna S 2.1Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workLaguna S 2.1A larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • Laguna S 2.1 (free) can replace Laguna S 2.1 when lower sample workload cost matters most: $0.
  • Laguna XS 2.1 (free) can replace Laguna S 2.1 when lower sample workload cost matters most: $0.
  • Laguna XS.2 (free) can replace Laguna S 2.1 when lower sample workload cost matters most: $0.
  • Laguna M.1 (free) can replace Laguna S 2.1 when lower sample workload cost matters most: $0.

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.

Open largest context models

Provider catalogs

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

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Poolside catalog

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

Open Poolside models

AionLabs catalog

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

Open AionLabs models
Laguna S 2.1

Laguna S 2.1 is the latest coding agent model from [Poolside](<https://poolside.ai/>). Laguna S 2.1 is a 118B total parameter model with 8B active parameters, scoring 70.2% on Terminal-Bench 2.1 and...

Aion-3.0-Mini

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