Head-to-Head Model Comparison

Aion-Mini vs Laguna XS 2.1

Benchmarks, API Token Pricing, Context Window & Speed Comparison

GetInfoUs araştırma ekibi tarafından incelendiSon inceleme: October 2026Yayın ilkeleri

Paylaş

İstediğiniz Modelleri Seçin ve Karşılaştırın

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Aion-MiniProfile

Laguna XS 2.1Profile

Multi-Model Arena Stack:

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Popular Matchups:

AionLabs

Aion-Mini

Derin Akıl Yürütme Motoru

AionLabs tarafından geliştirilen Aion-Mini; derin mantıksal akıl yürütme, ileri matematik ve çok adımlı bilimsel analiz için tasarlanmış olup 131K bağlam penceresi, 150 token/sn hız, 74/100 zeka indeksi ve 1M token başına $0.08/$0.32 fiyatl

Intelligence Index74 / 100

Input Token:

$0.08 / 1M

Output Token:

$0.32 / 1M

Context Window:

131.1K tokens

SWE-bench Verified:

N/A

Poolside

Laguna XS 2.1

Kodlama ve Yazılım Lideri

Poolside tarafından geliştirilen Laguna XS 2.1; otonom yazılım mühendisliği, çoklu dosya kod düzenleme ve ileri düzey hata ayıklama için tasarlanmış olup 262K bağlam penceresi, 165 token/sn hız, 77/100 zeka indeksi ve 1M token başına $0.05/

Intelligence Index77 / 100

Input Token:

$0.05 / 1M

Output Token:

$0.20 / 1M

Context Window:

262.1K tokens

SWE-bench Verified:

N/A

Bir Bakışta Temel Farklar

Laguna XS 2.1 is 1.6x cheaper for API usage (input + output tokens combined).
Laguna XS 2.1 has a larger context window (262K vs 131K tokens).
Laguna XS 2.1 is faster at 165 tok/s vs 150 tok/s.

Need definitions for token pricing, context, or benchmarks?Explore AI Glossary →

Feature	Aion-Mini	Laguna XS 2.1
Intelligence Index Composite reasoning & knowledge score (0-100)	74	77
Provider	AionLabs	Poolside
Input Price Cost per million input tokens	$0.08 / 1M	$0.05 / 1M
Output Price Cost per million output tokens	$0.32 / 1M	$0.20 / 1M
Blended Price Weighted 7:2:1 cache:input:output per 1M	$0.05 / 1M	$0.03 / 1M
Context Window Maximum input + output tokens	131.1K tokens~197 A4 pages of text	262.1K tokens~393 A4 pages of text
Max Output Tokens Per single request	8K	8K
Throughput Speed Tokens generated per second	150 tok/s	165 tok/s
SWE-bench Verified Real-world software engineering	N/A	N/A
Cached Input Price Prompt caching discount per 1M tokens	$0.01 / 1M	$0.01 / 1M

Hangi Alanda Kim Kazanıyor?

At-a-glance decision framework

Coding

Evaluations ongoing

Cost

Laguna XS 2.1

1.6x cheaper monthly runtime

Speed

Laguna XS 2.1

+10% faster generation

Context

Laguna XS 2.1

262.1K tokens window

Doğrulanmış Benchmark Puanları

Official evaluation metrics verified by independent third-party research labs.

Aion-MiniLaguna XS 2.1

MMLU-Pro (Multi-task Language Understanding)

Hardened reasoning and academic knowledge benchmark with reduced lucky-guess probability.

71%vs74%

LMSYS Chatbot Arena Elo

Crowdsourced human preference evaluation based on blind, head-to-head model battles.

1255ptsvs1280pts

LiveCodeBench (Competitive Coding)

Contamination-free competitive programming problems collected continuously over time.

N/Avs64%

Generation Speed (Throughput)

Tokens emitted per second during active generation streaming.

150 tok/s vs165 tok/s

Gecikme Süresi ve Yanıt Hızı

Time to first token (TTFT) and estimated end-to-end response time for a typical 500-token response.

Time to First Token (TTFT)Lower is better

Aion-Mini0.28s

Laguna XS 2.10.24s

Est. End-to-End Response (500 tokens)TTFT + generation time

Aion-Mini3.61s

Laguna XS 2.13.27s

Gerçek Zamanlı Token Maliyet Simülatörü

Adjust sliders to calculate projected monthly cloud API spending with prompt caching discounts.

Daily Input Tokens100K / day

10K500K1M

Daily Output Tokens30K / day

5K150K300K

Prompt Cache Hit Ratio50% cached

0% (Cold)50%90% (Warm)

Aion-Mini Monthly API Bill

$0.42 / month

$0.08/1M in · $0.32/1M out

Laguna XS 2.1 Monthly API Bill

$0.26 / month

$0.05/1M in · $0.2/1M out

Laguna XS 2.1 saves approximately $0.16 / month (37%) under this workload.1.6x Savings

Aion-Mini · Strengths & Key Advantages

131K bağlam penceresi ve yanıt başına maksimum 8K çıktı tokenı kapasitesi (MMLU-Pro 71% · Arena Elo 1255)
Sadece 280 ms ilk token gecikmesi (TTFT) ile saniyede 150 token yüksek üretim hızı
İstem önbellekleme (Prompt Caching), araç çağırma ve yapılandırılmış JSON çıktısını destekleyen rekabetçi API ekonomisi (1M token başına $0.08/$0.32 fiyatlandırma)

Considerations & Trade-offs

Kapalı ağırlıklı bulut modelidir; çevrimdışı yerel sunuculara indirilerek çalıştırılamaz
Çok karmaşık akademik ve bilimsel çıkarımlarda üst düzey ağır akıl yürütme modelleri daha derin sonuçlar verebilir

Laguna XS 2.1 · Strengths & Key Advantages

262K bağlam penceresi ve yanıt başına maksimum 8K çıktı tokenı kapasitesi (MMLU-Pro 74% · Arena Elo 1280)
Sadece 240 ms ilk token gecikmesi (TTFT) ile saniyede 165 token yüksek üretim hızı
İstem önbellekleme (Prompt Caching), araç çağırma ve yapılandırılmış JSON çıktısını destekleyen rekabetçi API ekonomisi (1M token başına $0.05/$0.2 fiyatlandırma)

Considerations & Trade-offs

Kapalı ağırlıklı bulut modelidir; çevrimdışı yerel sunuculara indirilerek çalıştırılamaz
Çok karmaşık akademik ve bilimsel çıkarımlarda üst düzey ağır akıl yürütme modelleri daha derin sonuçlar verebilir

Token Use & Task Economics

Estimated cost and token consumption to complete one representative agentic task.

Metric	Aion-Mini	Laguna XS 2.1
Cost per Task Estimated USD to finish one task	$0.03	$0.01
Output Tokens / Task Tokens generated per task	10K	12K
Reasoning Tokens / Task Thinking tokens burned per task	1K	0K

Teknik Özellikler

Architecture, release timeline, capabilities, and modalities.

Feature	Aion-Mini	Laguna XS 2.1
Official API Model ID (SDK)	aion-mini	laguna-xs-2-1
API Protocol	AionLabs REST API (OpenAI-Compatible)	Poolside REST API (OpenAI-Compatible)
Release Date	2026-07	2026-07
Knowledge Cutoff	May 2026	May 2026
Architecture	Compact Scientific Routing Transformer	Ultra-Fast Code Optimization Transformer
Parameters	Confidential	Confidential
Enterprise Rate Limits (RPM / TPM)	5,000 – 15,000 RPM (Production Tier) · 800,000 – 2,000,000 TPM	5,000 – 15,000 RPM (Production Tier) · 800,000 – 2,000,000 TPM
Long-Context Tier (>128K/200K)	Flat rate ($0.08/1M in) across full 131K window	Flat rate ($0.05/1M in) across full 262K window
Prompt Cache Policy & TTL	Cached input at $0.008/1M tokens	Cached input at $0.005/1M tokens
Computer Use / GUI Agent	API / CLI Tool-Use & DOM Agent ready (no raw pixel desktop click loop)	API / CLI Tool-Use & DOM Agent ready (no raw pixel desktop click loop)
MCP & Parallel Tool Calling	Native MCP Client/Server ready · Parallel function calling · 100% Strict JSON Schema	Native MCP Client/Server ready · Parallel function calling · 100% Strict JSON Schema
Web Search Grounding & Sandbox	Supported via external Tavily/Exa Search & E2B/Docker Sandbox tools	Supported via external Tavily/Exa Search & E2B/Docker Sandbox tools
Official Fine-Tuning Support	API Prompt Engineering & RAG Distillation	API Prompt Engineering & RAG Distillation
Multimodal Token Billing	Text BPE (~4 chars/token)	Text BPE (~4 chars/token)
Quantization & Min GPU VRAM	Cloud-Hosted Proprietary (FP8 / BF16 Tensor Core Cluster) · Zero Local VRAM Required (100% Serverless Cloud API)	Cloud-Hosted Proprietary (FP8 / BF16 Tensor Core Cluster) · Zero Local VRAM Required (100% Serverless Cloud API)
Safety & Frontier Classification	AionLabs Production Safety & Alignment Verified	Poolside Production Safety & Alignment Verified
Enterprise Compliance (ZDR/HIPAA/SOC2)	SOC2 Type II · GDPR · Zero Data Retention (ZDR) & HIPAA BAA Available on Enterprise Tier	SOC2 Type II · GDPR · Zero Data Retention (ZDR) & HIPAA BAA Available on Enterprise Tier
Input Modalities	text	text
Output Modalities	text	text

Aion-Mini vs Laguna XS 2.1: Hızlı Yanıtlar (SSS)

Which is more intelligent, Aion-Mini or Laguna XS 2.1?

Laguna XS 2.1 is more intelligent. It scores 77 compared with 74 on the composite Intelligence Index.

Which model is faster?

Laguna XS 2.1 is faster, generating 165 tokens per second compared with 150 tokens per second.

Which model is cheaper to run?

Laguna XS 2.1 is cheaper at $0.03 per 1M tokens blended, compared with $0.05 (7:2:1 cache:input:output ratio).

Which model has lower latency?

Laguna XS 2.1 has lower latency, with a time to first token of 0.24s compared with 0.28s.

Which model has a larger context window?

Laguna XS 2.1 has a larger context window, supporting 262.1K tokens compared with 131.1K tokens.

Sonuç

Hem Aion-Mini (derin mantıksal akıl yürütme, ileri matematik ve çok adımlı bilimsel analiz, kurumsal RAG mimarileri ve ölçeklenebilir üretim API entegrasyonları için idealdir.) hem de Laguna XS 2.1 (otonom yazılım mühendisliği, çoklu dosya kod düzenleme ve ileri düzey hata ayıklama, kurumsal RAG mimarileri ve ölçeklenebilir üretim API entegrasyonları için idealdir.) güçlü üretim seçenekleridir: Laguna XS 2.1 karmaşık akıl yürütme ve kodlama testlerinde öne çıkarken, Laguna XS 2.1 daha yüksek üretim hızı sağlar; Laguna XS 2.1 ise yüksek hacimli API kullanımlarında daha ekonomiktir.

Sıkça Sorulan Sorular (SSS)

Kodlama ve akıl yürütme için Aion-Mini mi yoksa Laguna XS 2.1 mi daha iyi?+

Bileşik zeka endeksi ve yazılım testlerinde Laguna XS 2.1 önde yer alıyor. Detaylı karşılaştırma için yukarıdaki SWE-bench ve GPQA tablolarına göz atabilirsiniz.

Aion-Mini ve Laguna XS 2.1 API fiyatları nasıl karşılaştırılır?+

Aion-Mini 1M giriş/çıkış tokeni başına $0.08 / $0.32 ücretlendirilirken, Laguna XS 2.1 $0.05 / $0.20 seviyesindedir. Karma maliyette Laguna XS 2.1 daha avantajlıdır.

Hangi modelin bağlam penceresi daha geniş ve hızı daha yüksek?+

Aion-Mini 131.1K token bağlam penceresi sunarken Laguna XS 2.1 262.1K token kapasiteye sahiptir. Saniyedeki token üretim hızında ise Laguna XS 2.1 öndedir.

AI Terminology & Guide

Explore Glossary →

Understand key metrics like context window, token pricing, reasoning mode, and SWE-bench scores in our comprehensive AI glossary.

Tokens & Pricing Context Window AI Benchmarks Reasoning Models Tool Calling Model Context Protocol (MCP)

Aion-Mini vs Laguna XS 2.1

İstediğiniz Modelleri Seçin ve Karşılaştırın

Aion-Mini

Laguna XS 2.1

Hangi Alanda Kim Kazanıyor?

Doğrulanmış Benchmark Puanları

Gecikme Süresi ve Yanıt Hızı

Gerçek Zamanlı Token Maliyet Simülatörü

Aion-Mini · Strengths & Key Advantages

Considerations & Trade-offs

Laguna XS 2.1 · Strengths & Key Advantages

Considerations & Trade-offs

Token Use & Task Economics

Teknik Özellikler

Aion-Mini vs Laguna XS 2.1: Hızlı Yanıtlar (SSS)

Sonuç

Sıkça Sorulan Sorular (SSS)

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