Head-to-Head Model Comparison

Laguna XS 2.1 vs Aion-3.0

Benchmarks, API Token Pricing, Context Window & Speed Comparison

Ditinjau oleh tim riset GetInfoUsPeninjauan terakhir: October 2026Kebijakan editorial

Ganti & Bandingkan Model Apa Saja

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

Pemimpin Pemrograman & Kode

Laguna XS 2.1 dari Poolside adalah model AI yang dirancang untuk rekayasa perangkat lunak otonom, refactoring multi-file, dan debugging mendalam, menghadirkan jendela konteks 262K, kecepatan 165 token/detik, indeks kecerdasan 77/100, serta

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

Mesin Penalaran Mendalam

Aion-3.0 dari AionLabs adalah model AI yang dirancang untuk penalaran logis mendalam, matematika tingkat lanjut, dan analisis ilmiah, menghadirkan jendela konteks 131K, kecepatan 80 token/detik, indeks kecerdasan 83/100, serta tarif $0.5/$2

Intelligence Index83 / 100

Input Token:

$0.50 / 1M

Output Token:

$2.00 / 1M

Context Window:

131.1K tokens

SWE-bench Verified:

N/A

Perbedaan Utama Sekilas

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

Siapa Unggul di Mana?

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

Skor Benchmark Terverifikasi

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

Latensi & Waktu Respons

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

Simulator Biaya Token Interaktif

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

Jendela konteks 262K dengan kapasitas output maksimum hingga 8K token (MMLU-Pro 74% · Arena Elo 1280)
Kecepatan generasi tinggi 165 token/detik dengan latensi token pertama (TTFT) hanya 240 ms
Skema harga API kompetitif (tarif $0.05/$0.2 per 1M token) dengan dukungan cache prompt dan output JSON terstruktur

Considerations & Trade-offs

Model cloud proprietari tertutup; bobot model tidak dapat diunduh untuk penggunaan lokal offline
Pada tugas pembuktian ilmiah tingkat ekstrem, model penalaran berat kelas atas memberikan kedalaman lebih tinggi

Aion-3.0 · Strengths & Key Advantages

Jendela konteks 131K dengan kapasitas output maksimum hingga 16K token (GPQA Diamond 63.5% · MMLU-Pro 80%)
Kecepatan generasi tinggi 80 token/detik dengan latensi token pertama (TTFT) hanya 520 ms
Skema harga API kompetitif (tarif $0.5/$2 per 1M token) dengan dukungan cache prompt dan output JSON terstruktur

Considerations & Trade-offs

Model cloud proprietari tertutup; bobot model tidak dapat diunduh untuk penggunaan lokal offline
Pada tugas pembuktian ilmiah tingkat ekstrem, model penalaran berat kelas atas memberikan kedalaman lebih tinggi

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

Spesifikasi Teknis

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: Jawaban Cepat (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.

Kesimpulan

Baik Laguna XS 2.1 (Sangat cocok untuk rekayasa perangkat lunak otonom, refactoring multi-file, dan debugging mendalam, sistem RAG perusahaan, dan integrasi API skala produksi.) maupun Aion-3.0 (Sangat cocok untuk penalaran logis mendalam, matematika tingkat lanjut, dan analisis ilmiah, sistem RAG perusahaan, dan integrasi API skala produksi.) sangat tangguh: Aion-3.0 unggul dalam penalaran dan pemrograman, Laguna XS 2.1 memberikan kecepatan generasi token lebih tinggi, dan Laguna XS 2.1 lebih hemat biaya untuk penggunaan API skala besar.

Pertanyaan Umum (FAQ)

Mana yang lebih baik untuk coding dan penalaran, Laguna XS 2.1 atau Aion-3.0?+

Dalam indeks kecerdasan gabungan dan benchmark coding, Aion-3.0 memimpin. Lihat skor SWE-bench dan GPQA di atas untuk detailnya.

Berapa perbandingan harga API Laguna XS 2.1 vs Aion-3.0?+

Laguna XS 2.1 mengenakan biaya $0.05 / $0.20 per 1M token input/output, sedangkan Aion-3.0 sebesar $0.50 / $2.00. Secara keseluruhan, Laguna XS 2.1 lebih hemat biaya.

Model mana yang memiliki jendela konteks lebih besar dan kecepatan lebih tinggi?+

Laguna XS 2.1 mendukung konteks 262.1K token dibandingkan 131.1K token pada Aion-3.0, sementara Laguna XS 2.1 unggul dalam kecepatan output token per detik.

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

Ganti & Bandingkan Model Apa Saja

Laguna XS 2.1

Aion-3.0

Siapa Unggul di Mana?

Skor Benchmark Terverifikasi

Latensi & Waktu Respons

Simulator Biaya Token Interaktif

Laguna XS 2.1 · Strengths & Key Advantages

Considerations & Trade-offs

Aion-3.0 · Strengths & Key Advantages

Considerations & Trade-offs

Token Use & Task Economics

Spesifikasi Teknis

Laguna XS 2.1 vs Aion-3.0: Jawaban Cepat (FAQ)

Kesimpulan

Pertanyaan Umum (FAQ)

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