Head-to-Head Model Comparison

Laguna XS 2.1 vs Aion-3.0

Benchmarks, API Token Pricing, Context Window & Speed Comparison

Geprüft vom GetInfoUs-ForschungsteamZuletzt geprüft: October 2026Redaktionelle Richtlinien

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Laguna XS 2.1Profile

Aion-3.0Profile

Multi-Model Arena Stack:

5-Model Matrix Workbench

Popular Matchups:

Poolside

Laguna XS 2.1

Spitzenmodell für Programmierung

Laguna XS 2.1 von Poolside ist ein KI-Modell für autonomes Software-Engineering, Code-Refactoring und komplexe Fehleranalyse mit 262K Kontextfenster, 165 Token/s Durchsatz, einem Intelligenz-Index von 77/100 und $0.05/$0.2 pro 1M Token.

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

Deep-Reasoning-Engine

Aion-3.0 von AionLabs ist ein KI-Modell für tiefgehendes logisches Denken, komplexe Mathematik und wissenschaftliche Analysen mit 131K Kontextfenster, 80 Token/s Durchsatz, einem Intelligenz-Index von 83/100 und $0.5/$2 pro 1M Token.

Intelligence Index83 / 100

Input Token:

$0.50 / 1M

Output Token:

$2.00 / 1M

Context Window:

131.1K tokens

SWE-bench Verified:

N/A

Wichtigste Unterschiede auf einen Blick

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

Wer gewinnt in welcher Disziplin?

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

Geprüfte Benchmark-Ergebnisse im Vergleich

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

Latenz & Antwortzeit

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

Interaktiver Token-Kosten-Simulator

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 Kontextfenster und bis zu 8K maximale Output-Token (MMLU-Pro 74% · Arena Elo 1280)
Hohe Generierungsgeschwindigkeit von 165 Token/Sekunde bei nur 240 ms Erstlatenz (TTFT)
Effiziente API-Struktur ($0.05/$0.2 pro 1M Token) inklusive Prompt-Caching, Tool-Calling und strikter JSON-Ausgabe

Considerations & Trade-offs

Proprietäres Cloud-Modell ohne Möglichkeit zum lokalen Download der Modellgewichte
Bei extrem komplexen mehrstufigen Forschungsfragen bieten schwere Reasoning-Spezialmodelle noch tiefere Analysen

Aion-3.0 · Strengths & Key Advantages

131K Kontextfenster und bis zu 16K maximale Output-Token (GPQA Diamond 63.5% · MMLU-Pro 80%)
Hohe Generierungsgeschwindigkeit von 80 Token/Sekunde bei nur 520 ms Erstlatenz (TTFT)
Effiziente API-Struktur ($0.5/$2 pro 1M Token) inklusive Prompt-Caching, Tool-Calling und strikter JSON-Ausgabe

Considerations & Trade-offs

Proprietäres Cloud-Modell ohne Möglichkeit zum lokalen Download der Modellgewichte
Bei extrem komplexen mehrstufigen Forschungsfragen bieten schwere Reasoning-Spezialmodelle noch tiefere Analysen

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

Technische Spezifikationen

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: Schnelle Antworten (FAQ)

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.

Fazit

Sowohl Laguna XS 2.1 (Optimal für autonomes Software-Engineering, Code-Refactoring und komplexe Fehleranalyse, Enterprise-RAG-Systeme und skalierbare API-Pipelines.) als auch Aion-3.0 (Optimal für tiefgehendes logisches Denken, komplexe Mathematik und wissenschaftliche Analysen, Enterprise-RAG-Systeme und skalierbare API-Pipelines.) überzeugen im Produktionseinsatz: Aion-3.0 führt bei komplexem Reasoning und Coding, Laguna XS 2.1 liefert den höheren Token-Durchsatz und Laguna XS 2.1 ist die kosteneffizienteste Wahl für große API-Workloads.

Häufig gestellte Fragen (FAQ)

Welches Modell ist besser für Coding und Reasoning – Laguna XS 2.1 oder Aion-3.0?+

Im Gesamt-Intelligenzindex und bei Software-Benchmarks liegt Aion-3.0 vorn. Prüfen Sie oben die SWE-bench- und GPQA-Werte für Ihren Anwendungsfall.

Wie unterscheiden sich die API-Preise von Laguna XS 2.1 und Aion-3.0?+

Laguna XS 2.1 kostet $0.05 / $0.20 pro 1M Input-/Output-Tokens, Aion-3.0 liegt bei $0.50 / $2.00. Beim gewichteten Gesamtpreis ist Laguna XS 2.1 günstiger.

Welches Modell hat das größere Kontextfenster und die höhere Geschwindigkeit?+

Laguna XS 2.1 bietet 262.1K Tokens Kontext gegenüber 131.1K Tokens bei Aion-3.0. Bei der Generierungsgeschwindigkeit liegt Laguna XS 2.1 vorn.

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

Beliebige Modelle wechseln & vergleichen

Laguna XS 2.1

Aion-3.0

Wer gewinnt in welcher Disziplin?

Geprüfte Benchmark-Ergebnisse im Vergleich

Latenz & Antwortzeit

Interaktiver Token-Kosten-Simulator

Laguna XS 2.1 · Strengths & Key Advantages

Considerations & Trade-offs

Aion-3.0 · Strengths & Key Advantages

Considerations & Trade-offs

Token Use & Task Economics

Technische Spezifikationen

Laguna XS 2.1 vs Aion-3.0: Schnelle Antworten (FAQ)

Fazit

Häufig gestellte Fragen (FAQ)

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