API cost decision in 10 seconds

Aion-3.0-Mini vs Perceptron Mk1

Pick Perceptron Mk1 for lower cost; pick Aion-3.0-Mini only if the larger context window matters more.

Page updated: 2026-07-07T20:07:58Z Data confirmed: 2026-08-23T11:07:50Z Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Perceptron Mk1 for lower cost; pick Aion-3.0-Mini only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Perceptron Mk1 is estimated at $0.9 vs $1.4 for Aion-3.0-Mini, saving $0.5 (35.7% lower).

Cost-first pickPerceptron Mk1

Context-first pickAion-3.0-Mini

Sample savings$0.535.7%

10x traffic gap$5

Aion-3.0-Mini has more context, but Perceptron Mk1 saves $0.5 on the standard workload. At 10x that traffic, the same price gap is about $5. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Perceptron Mk1 stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shape	Token mix	Better pick	Aion-3.0-Mini	Perceptron Mk1
Input-heavy / RAG	5M input + 500K output	Perceptron Mk1	$4.2	$1.5
Balanced workload	1M input + 1M output	Perceptron Mk1	$2.1	$1.65
Output-heavy chatbot	1M input + 5M output	Perceptron Mk1	$7.7	$7.65

Cheaper input Perceptron Mk1 $0.7 vs $0.15 / 1M

Perceptron Mk1 is $0.55 cheaper per 1M input tokens (78.6% lower; 4.67x difference).

Cheaper output Aion-3.0-Mini $1.4 vs $1.5 / 1M

Aion-3.0-Mini is $0.1 cheaper per 1M output tokens (6.7% lower; 1.07x difference).

Larger context Aion-3.0-Mini 131.07K vs 32.77K

Aion-3.0-Mini has 98.3K more context (4x larger).

Sample workload Perceptron Mk1 $1.4 vs $0.9

Perceptron Mk1 is $0.5 cheaper on the standard workload (35.7% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.

Monthly input tokens Monthly output tokens

Aion-3.0-Mini Calculating… Estimated API cost

Perceptron Mk1 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

Perceptron Mk1 has the lower input price; Aion-3.0-Mini has the lower output price; Aion-3.0-Mini offers the larger context window. For the 1M input plus 500K output sample, Perceptron Mk1 is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $1.4 for Aion-3.0-Mini and $0.9 for Perceptron Mk1.

Best Fit

Choose Aion-3.0-Mini when you care most about lower output-token price, and larger context window.

Choose Perceptron Mk1 when you care most about lower input-token price.

Decision Notes

On the standard 1M input plus 500K output workload, Perceptron Mk1 is estimated at $0.9 vs $1.4 for Aion-3.0-Mini, saving $0.5 (35.7% lower).
Perceptron Mk1 is $0.5 cheaper on the standard workload (35.7% lower).
Perceptron Mk1 is $0.55 cheaper per 1M input tokens (78.6% lower; 4.67x difference).
Aion-3.0-Mini is $0.1 cheaper per 1M output tokens (6.7% lower; 1.07x difference).
Aion-3.0-Mini has 98.3K more context (4x larger).

Head-to-Head Specs

Feature	Aion-3.0-Mini (AionLabs)	Perceptron Mk1 (Perceptron)
Input Price prompt tokens per 1M	$0.7	$0.15
Completion Price per 1M tokens	$1.4	$1.5
Sample Workload Cost 1M input + 500K output	$1.4	$0.9
Context Window	131.07K	32.77K
Release Date	2026-07-07	2026-05-12

Use-Case Decision Matrix

Use case	Better pick	Why
Budget-constrained production	Perceptron Mk1	On the standard 1M input plus 500K output workload, Perceptron Mk1 is estimated at $0.9 vs $1.4 for Aion-3.0-Mini, saving $0.5 (35.7% lower).
High-volume input processing	Perceptron Mk1	Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbots	Aion-3.0-Mini	Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document work	Aion-3.0-Mini	A larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps

No lower-cost same-provider swap is currently tracked for this pair.

Larger context near this budget

DeepSeek V4 Flash 0731 offers 1.31M context with $0.17 sample workload cost.
DeepSeek V4 Flash Latest offers 1.31M context with $0.11 sample workload cost.
Llama 4 Scout offers 1.31M context with $0.25 sample workload cost.
MiMo-V2.5 offers 1.05M context with $0.28 sample workload cost.

Popular competitors

DeepSeek V4 Flash 0731 · DeepSeek · #1
MiMo-V2.5 · Xiaomi · #2
Hy3 · Tencent · #3
Ox Alpha · stealth · #4

Cheaper alternatives

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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.

Open provider hubs

AionLabs catalog

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

Open AionLabs models

Perceptron catalog

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

Open Perceptron models

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...

Perceptron Mk1

Perceptron Mk1 (Mark One) is Perceptron's highest-quality vision-language model for video and embodied reasoning.** It accepts image and video inputs paired with natural language queries, and produces detailed visual understanding...