Head-to-Head Model Comparison

Laguna XS 2.1 vs Aion-3.0

Benchmarks, API Token Pricing, Context Window & Speed Comparison

GetInfoUs araştırma ekibi tarafından incelendiSon inceleme: October 2026Yayın ilkeleri

Paylaş

İstediğiniz Modelleri Seçin ve Karşılaştırın

Select any AI models from our verified benchmark database to generate live side-by-side matrices.

Laguna XS 2.1Profile

Aion-3.0Profile

Multi-Model Arena Stack:

5-Model Matrix Workbench

Popular Matchups:

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

AionLabs

Aion-3.0

Derin Akıl Yürütme Motoru

AionLabs tarafından geliştirilen Aion-3.0; derin mantıksal akıl yürütme, ileri matematik ve çok adımlı bilimsel analiz için tasarlanmış olup 131K bağlam penceresi, 80 token/sn hız, 83/100 zeka indeksi ve 1M token başına $0.5/$2 fiyatlandırm

Intelligence Index83 / 100

Input Token:

$0.50 / 1M

Output Token:

$2.00 / 1M

Context Window:

131.1K tokens

SWE-bench Verified:

N/A

Bir Bakışta Temel Farklar

Laguna XS 2.1 is 10.0x 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 80 tok/s.

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

Feature	Laguna XS 2.1	Aion-3.0
Intelligence Index Composite reasoning & knowledge score (0-100)	77	83
Provider	Poolside	AionLabs
Input Price Cost per million input tokens	$0.05 / 1M	$0.50 / 1M
Output Price Cost per million output tokens	$0.20 / 1M	$2.00 / 1M
Blended Price Weighted 7:2:1 cache:input:output per 1M	$0.03 / 1M	$0.34 / 1M
Context Window Maximum input + output tokens	262.1K tokens~393 A4 pages of text	131.1K tokens~197 A4 pages of text
Max Output Tokens Per single request	8K	16K
Throughput Speed Tokens generated per second	165 tok/s	80 tok/s
SWE-bench Verified Real-world software engineering	N/A	N/A
GPQA Diamond Graduate-level reasoning	N/A	63.5%
Cached Input Price Prompt caching discount per 1M tokens	$0.01 / 1M	$0.05 / 1M

Hangi Alanda Kim Kazanıyor?

At-a-glance decision framework

Coding

Evaluations ongoing

Cost

Laguna XS 2.1

10.0x cheaper monthly runtime

Speed

Laguna XS 2.1

+106% faster generation

Context

Laguna XS 2.1

262.1K tokens window

Doğrulanmış Benchmark Puanları

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

Laguna XS 2.1Aion-3.0

GPQA Diamond (Doctorate-Level Science & Math)

Challenging questions created by domain experts to test complex PhD-level reasoning.

N/Avs63.5%

MMLU-Pro (Multi-task Language Understanding)

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

74%vs80%

LMSYS Chatbot Arena Elo

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

1280ptsvs1335pts

LiveCodeBench (Competitive Coding)

Contamination-free competitive programming problems collected continuously over time.

64%vsN/A

Generation Speed (Throughput)

Tokens emitted per second during active generation streaming.

165 tok/s vs80 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

Laguna XS 2.10.24s

Aion-3.00.52s

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

Laguna XS 2.13.27s

Aion-3.06.77s

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)

Laguna XS 2.1 Monthly API Bill

$0.26 / month

$0.05/1M in · $0.2/1M out

Aion-3.0 Monthly API Bill

$2.63 / month

$0.5/1M in · $2/1M out

Laguna XS 2.1 saves approximately $2.36 / month (90%) under this workload.10.0x Savings

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

Aion-3.0 · Strengths & Key Advantages

131K bağlam penceresi ve yanıt başına maksimum 16K çıktı tokenı kapasitesi (GPQA Diamond 63.5% · MMLU-Pro 80%)
Sadece 520 ms ilk token gecikmesi (TTFT) ile saniyede 80 token yüksek üretim hızı
İstem önbellekleme (Prompt Caching), araç çağırma ve yapılandırılmış JSON çıktısını destekleyen rekabetçi API ekonomisi (1M token başına $0.5/$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	Laguna XS 2.1	Aion-3.0
Cost per Task Estimated USD to finish one task	$0.01	$0.16
Output Tokens / Task Tokens generated per task	12K	20K
Reasoning Tokens / Task Thinking tokens burned per task	0K	7K

Teknik Özellikler

Architecture, release timeline, capabilities, and modalities.

Feature	Laguna XS 2.1	Aion-3.0
Official API Model ID (SDK)	laguna-xs-2-1	aion-3-0
API Protocol	Poolside REST API (OpenAI-Compatible)	AionLabs REST API (OpenAI-Compatible)
Release Date	2026-07	2026-07
Knowledge Cutoff	May 2026	May 2026
Architecture	Ultra-Fast Code Optimization Transformer	Deliberate Scientific Reasoning 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 ($0.05/1M in) across full 262K window	Flat rate ($0.5/1M in) across full 131K window
Prompt Cache Policy & TTL	Cached input at $0.005/1M tokens	Cached input at $0.05/1M 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	Poolside Production Safety & Alignment Verified	AionLabs 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

Laguna XS 2.1 vs Aion-3.0: Hızlı Yanıtlar (SSS)

Which is more intelligent, Laguna XS 2.1 or Aion-3.0?

Aion-3.0 is more intelligent. It scores 83 compared with 77 on the composite Intelligence Index.

Which model is faster?

Laguna XS 2.1 is faster, generating 165 tokens per second compared with 80 tokens per second.

Which model is cheaper to run?

Laguna XS 2.1 is cheaper at $0.03 per 1M tokens blended, compared with $0.34 (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 0.52s.

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 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.) hem de Aion-3.0 (derin mantıksal akıl yürütme, ileri matematik ve çok adımlı bilimsel analiz, kurumsal RAG mimarileri ve ölçeklenebilir üretim API entegrasyonları için idealdir.) güçlü üretim seçenekleridir: Aion-3.0 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 Laguna XS 2.1 mi yoksa Aion-3.0 mi daha iyi?+

Bileşik zeka endeksi ve yazılım testlerinde Aion-3.0 önde yer alıyor. Detaylı karşılaştırma için yukarıdaki SWE-bench ve GPQA tablolarına göz atabilirsiniz.

Laguna XS 2.1 ve Aion-3.0 API fiyatları nasıl karşılaştırılır?+

Laguna XS 2.1 1M giriş/çıkış tokeni başına $0.05 / $0.20 ücretlendirilirken, Aion-3.0 $0.50 / $2.00 seviyesindedir. Karma maliyette Laguna XS 2.1 daha avantajlıdır.

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

Laguna XS 2.1 262.1K token bağlam penceresi sunarken Aion-3.0 131.1K 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)

Laguna XS 2.1 vs Aion-3.0

İstediğiniz Modelleri Seçin ve Karşılaştırın

Laguna XS 2.1

Aion-3.0

Hangi Alanda Kim Kazanıyor?

Doğrulanmış Benchmark Puanları

Gecikme Süresi ve Yanıt Hızı

Gerçek Zamanlı Token Maliyet Simülatörü

Laguna XS 2.1 · Strengths & Key Advantages

Considerations & Trade-offs

Aion-3.0 · Strengths & Key Advantages

Considerations & Trade-offs

Token Use & Task Economics

Teknik Özellikler

Laguna XS 2.1 vs Aion-3.0: Hızlı Yanıtlar (SSS)

Sonuç

Sıkça Sorulan Sorular (SSS)

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