Head-to-Head Model Comparison

Aion-Mini vs Laguna XS 2.1

Benchmarks, API Token Pricing, Context Window & Speed Comparison

Verificato dal team di ricerca di GetInfoUsUltima verifica: October 2026Politica editoriale

Cambia e Confronta Qualsiasi Modello

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Aion-MiniProfile

Laguna XS 2.1Profile

Multi-Model Arena Stack:

5-Model Matrix Workbench

Popular Matchups:

AionLabs

Aion-Mini

Motore di Ragionamento Profondo

Aion-Mini di AionLabs è un modello di IA progettato per il ragionamento logico profondo, la matematica avanzata e l’analisi scientifica, con finestra di contesto da 131K, velocità di 150 token/s, indice di intelligenza di 74/100 e tariffa d

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

Leader in Programmazione e Codice

Laguna XS 2.1 di Poolside è un modello di IA progettato per l’ingegneria del software autonoma, il refactoring multi-file e il debug avanzato, con finestra di contesto da 262K, velocità di 165 token/s, indice di intelligenza di 77/100 e tar

Intelligence Index77 / 100

Input Token:

$0.05 / 1M

Output Token:

$0.20 / 1M

Context Window:

262.1K tokens

SWE-bench Verified:

N/A

Differenze Chiave a Colpo d’Occhio

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

Chi vince in ogni categoria?

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

Punteggi Benchmark Verificati

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

Latenza e Tempo di Risposta

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

Simulatore Interattivo dei Costi Token

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

Finestra di contesto da 131K con capacità massima di output fino a 8K token (MMLU-Pro 71% · Arena Elo 1255)
Throughput elevato di 150 token/secondo con latenza al primo token (TTFT) di soli 280 ms
Economia API competitiva ($0.08/$0.32 per 1M di token) con supporto per prompt caching, tool calling e output JSON strutturati

Considerations & Trade-offs

Modello cloud proprietario chiuso; non consente il download locale dei pesi per l’esecuzione offline
Nelle dimostrazioni scientifiche più estreme, i modelli di ragionamento pesante dedicati offrono maggiore profondità

Laguna XS 2.1 · Strengths & Key Advantages

Finestra di contesto da 262K con capacità massima di output fino a 8K token (MMLU-Pro 74% · Arena Elo 1280)
Throughput elevato di 165 token/secondo con latenza al primo token (TTFT) di soli 240 ms
Economia API competitiva ($0.05/$0.2 per 1M di token) con supporto per prompt caching, tool calling e output JSON strutturati

Considerations & Trade-offs

Modello cloud proprietario chiuso; non consente il download locale dei pesi per l’esecuzione offline
Nelle dimostrazioni scientifiche più estreme, i modelli di ragionamento pesante dedicati offrono maggiore profondità

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

Specifiche Tecniche

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: Risposte Rapide (FAQ)

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.

Verdetto

Sia Aion-Mini (Ideale per il ragionamento logico profondo, la matematica avanzata e l’analisi scientifica, sistemi RAG aziendali e integrazioni API scalabili.) sia Laguna XS 2.1 (Ideale per l’ingegneria del software autonoma, il refactoring multi-file e il debug avanzato, sistemi RAG aziendali e integrazioni API scalabili.) eccellono in produzione: Laguna XS 2.1 guida nei benchmark di ragionamento e programmazione, Laguna XS 2.1 garantisce una generazione più rapida e Laguna XS 2.1 offre il miglior rapporto qualità-prezzo per carichi API elevati.

Domande Frequenti (FAQ)

Quale modello è migliore per coding e ragionamento, Aion-Mini o Laguna XS 2.1?+

Nell’indice di intelligenza composito e nei benchmark di programmazione prevale Laguna XS 2.1. Consulta i punteggi SWE-bench e GPQA qui sopra per tutti i dettagli.

Qual è la differenza di prezzo API tra Aion-Mini e Laguna XS 2.1?+

Aion-Mini costa $0.08 / $0.32 per milione di token di input/output, mentre Laguna XS 2.1 costa $0.05 / $0.20. Nel costo combinato, Laguna XS 2.1 risulta più economico.

Quale modello ha la finestra di contesto più ampia e la velocità maggiore?+

Aion-Mini supporta 131.1K token di contesto contro 262.1K token di Laguna XS 2.1, mentre Laguna XS 2.1 offre una velocità di generazione superiore.

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

Cambia e Confronta Qualsiasi Modello

Aion-Mini

Laguna XS 2.1

Chi vince in ogni categoria?

Punteggi Benchmark Verificati

Latenza e Tempo di Risposta

Simulatore Interattivo dei Costi Token

Aion-Mini · Strengths & Key Advantages

Considerations & Trade-offs

Laguna XS 2.1 · Strengths & Key Advantages

Considerations & Trade-offs

Token Use & Task Economics

Specifiche Tecniche

Aion-Mini vs Laguna XS 2.1: Risposte Rapide (FAQ)

Verdetto

Domande Frequenti (FAQ)

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