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Head-to-Head Model Comparison

Laguna XS 2.1 vs Aion-3.0

Benchmarks, API Token Pricing, Context Window & Speed Comparison

Verificato dal team di ricerca di GetInfoUsUltima verifica: October 2026Politica editoriale
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Related topics (12)
AI CompareAI BenchmarkToken PricingModel CostModel SpecsSWE-bench CodingModel VersusWhich AI ModelLLM Speed & LatencyReasoning ModelsExtended ThinkingPrompt Caching ROI
Laguna XS 2.1 vs Aion-3.0: Benchmarks, Pricing & Speed Comparison

Laguna XS 2.1 di Poolside e Aion-3.0 di AionLabs sono due modelli di IA di riferimento. Laguna XS 2.1 offre una finestra di contesto di 262.1K token a $0.05/$0.20 per milione di token, mentre Aion-3.0 mette a disposizione 131.1K token di contesto a $0.50/$2.00 per milione di token. Di seguito analizziamo benchmark, latenza e costi.

Confronto Diretto (VS)

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Profile
Profile
Multi-Model Arena Stack:
5-Model Matrix Workbench
Popular Matchups:
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

AionLabs

Aion-3.0

Motore di Ragionamento Profondo

Aion-3.0 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 80 token/s, indice di intelligenza di 83/100 e tariffa di

Intelligence Index83 / 100
Input Token:

$0.50 / 1M

Output Token:

$2.00 / 1M

Context Window:

131.1K tokens

SWE-bench Verified:

N/A

Differenze Chiave a Colpo d’Occhio

  • 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 →
FeatureLaguna XS 2.1Aion-3.0
Intelligence Index
Composite reasoning & knowledge score (0-100)
7783
Provider
PoolsideAionLabs
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 text131.1K tokens~197 A4 pages of text
Max Output Tokens
Per single request
8K16K
Throughput Speed
Tokens generated per second
165 tok/s80 tok/s
SWE-bench Verified
Real-world software engineering
N/AN/A
GPQA Diamond
Graduate-level reasoning
N/A63.5%
Cached Input Price
Prompt caching discount per 1M tokens
$0.01 / 1M$0.05 / 1M

Chi vince in ogni categoria?

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

Punteggi Benchmark Verificati

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

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
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

Simulatore Interattivo dei Costi Token

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

100K / day
10K500K1M
30K / day
5K150K300K
50% 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

  • 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

Aion-3.0 · Strengths & Key Advantages

  • Finestra di contesto da 131K con capacità massima di output fino a 16K token (GPQA Diamond 63.5% · MMLU-Pro 80%)
  • Throughput elevato di 80 token/secondo con latenza al primo token (TTFT) di soli 520 ms
  • Economia API competitiva ($0.5/$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.

MetricLaguna XS 2.1Aion-3.0
Cost per Task
Estimated USD to finish one task
$0.01$0.16
Output Tokens / Task
Tokens generated per task
12K20K
Reasoning Tokens / Task
Thinking tokens burned per task
0K7K

Specifiche Tecniche

Architecture, release timeline, capabilities, and modalities.

FeatureLaguna XS 2.1Aion-3.0
Official API Model ID (SDK)laguna-xs-2-1aion-3-0
API ProtocolPoolside REST API (OpenAI-Compatible)AionLabs REST API (OpenAI-Compatible)
Release Date2026-072026-07
Knowledge CutoffMay 2026May 2026
ArchitectureUltra-Fast Code Optimization TransformerDeliberate Scientific Reasoning Transformer
ParametersConfidentialConfidential
Enterprise Rate Limits (RPM / TPM)5,000 – 15,000 RPM (Production Tier) · 800,000 – 2,000,000 TPM5,000 – 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 windowFlat rate ($0.5/1M in) across full 131K window
Prompt Cache Policy & TTLCached input at $0.005/1M tokensCached input at $0.05/1M tokens
Computer Use / GUI AgentAPI / 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 CallingNative MCP Client/Server ready · Parallel function calling · 100% Strict JSON SchemaNative MCP Client/Server ready · Parallel function calling · 100% Strict JSON Schema
Web Search Grounding & SandboxSupported via external Tavily/Exa Search & E2B/Docker Sandbox toolsSupported via external Tavily/Exa Search & E2B/Docker Sandbox tools
Official Fine-Tuning SupportAPI Prompt Engineering & RAG DistillationAPI Prompt Engineering & RAG Distillation
Multimodal Token BillingText BPE (~4 chars/token)Text BPE (~4 chars/token)
Quantization & Min GPU VRAMCloud-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 ClassificationPoolside Production Safety & Alignment VerifiedAionLabs Production Safety & Alignment Verified
Enterprise Compliance (ZDR/HIPAA/SOC2)SOC2 Type II · GDPR · Zero Data Retention (ZDR) & HIPAA BAA Available on Enterprise TierSOC2 Type II · GDPR · Zero Data Retention (ZDR) & HIPAA BAA Available on Enterprise Tier
Input Modalitiestexttext
Output Modalitiestexttext

Laguna XS 2.1 vs Aion-3.0: Risposte Rapide (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.

Verdetto

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.) sia Aion-3.0 (Ideale per il ragionamento logico profondo, la matematica avanzata e l’analisi scientifica, sistemi RAG aziendali e integrazioni API scalabili.) eccellono in produzione: Aion-3.0 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, Laguna XS 2.1 o Aion-3.0?+

Nell’indice di intelligenza composito e nei benchmark di programmazione prevale Aion-3.0. Consulta i punteggi SWE-bench e GPQA qui sopra per tutti i dettagli.

Qual è la differenza di prezzo API tra Laguna XS 2.1 e Aion-3.0?+

Laguna XS 2.1 costa $0.05 / $0.20 per milione di token di input/output, mentre Aion-3.0 costa $0.50 / $2.00. Nel costo combinato, Laguna XS 2.1 risulta più economico.

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

Laguna XS 2.1 supporta 262.1K token di contesto contro 131.1K token di Aion-3.0, 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 & PricingContext WindowAI BenchmarksReasoning ModelsTool CallingModel Context Protocol (MCP)

Related reading

Benchmark scores, token prices, and rate limits evolve rapidly as AI labs release model updates. Always verify current specifications and pricing on the official provider documentation.

Fonti ufficiali: Documentazione API ufficiale di Poolside e AionLabs, schede di sistema e benchmark indipendenti (2026).