Aion-Mini vs Laguna XS 2.1
Benchmarks, API Token Pricing, Context Window & Speed Comparison
Related topics (12)
Aion-Mini by AionLabs and Laguna XS 2.1 by Poolside represent two of the frontier AI models analyzed in our comprehensive 2026 AI benchmark and LLM comparison. In this head-to-head evaluation, we examine API token pricing, context window specifications, inference speed (tokens per second), and empirical reasoning performance. From a pure economic perspective, Laguna XS 2.1 holds a notable pricing advantage for token ingestion. On output generation, Laguna XS 2.1 is more economical per million generated tokens. In data-heavy architectures requiring extensive repository or document analysis, Laguna XS 2.1 provides an expanded memory horizon with 262K tokens. In latency-sensitive production environments, Laguna XS 2.1 leads in tokens-per-second throughput, making it ideal for real-time conversational agents and high-concurrency workflows. Below is the complete empirical head-to-head breakdown across cost, speed, context, and capability matrices.
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Aion-Mini
Модель глубокого рассужденияAion-Mini от AionLabs — передовая модель искусственного интеллекта с контекстным окном 131K токенов и стоимостью API $0.08/1M входящих и $0.32/1M исходящих токенов для программирования, аналитики и автоматизации.
$0.08 / 1M
$0.32 / 1M
131.1K tokens
N/A
Laguna XS 2.1
Модель глубокого рассужденияLaguna XS 2.1 от Poolside — передовая модель искусственного интеллекта с контекстным окном 262K токенов и стоимостью API $0.05/1M входящих и $0.2/1M исходящих токенов для программирования, аналитики и автоматизации.
$0.05 / 1M
$0.20 / 1M
262.1K tokens
N/A
Ключевые отличия кратко
- 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.
| 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 |
Кто лидирует в каждой категории?
At-a-glance decision frameworkEvaluations ongoing
Результаты проверенных бенчмарков
Official evaluation metrics verified by independent third-party research labs.
Hardened reasoning and academic knowledge benchmark with reduced lucky-guess probability.
Crowdsourced human preference evaluation based on blind, head-to-head model battles.
Contamination-free competitive programming problems collected continuously over time.
Tokens emitted per second during active generation streaming.
Задержка и скорость ответа
Time to first token (TTFT) and estimated end-to-end response time for a typical 500-token response.
Интерактивный калькулятор стоимости токенов
Adjust sliders to calculate projected monthly cloud API spending with prompt caching discounts.
Aion-Mini · Strengths & Key Advantages
- Современная архитектура Compact Scientific Routing Transformer от AionLabs с поддержкой до 131K токенов контекста
- Оптимальная стоимость использования ($0.08/1M вход, $0.32/1M выход) и высокая скорость генерации
- Высокие результаты в задачах написания кода, логического мышления и многоязычной обработки
Considerations & Trade-offs
- При работе с максимальным контекстом требуется контроль расхода токенов
- Для узкоспециализированных задач рекомендуется точная настройка системных промптов
Laguna XS 2.1 · Strengths & Key Advantages
- Современная архитектура Ultra-Fast Code Optimization Transformer от Poolside с поддержкой до 262K токенов контекста
- Оптимальная стоимость использования ($0.05/1M вход, $0.2/1M выход) и высокая скорость генерации
- Высокие результаты в задачах написания кода, логического мышления и многоязычной обработки
Considerations & Trade-offs
- При работе с максимальным контекстом требуется контроль расхода токенов
- Для узкоспециализированных задач рекомендуется точная настройка системных промптов
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 |
Технические характеристики
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: Быстрые ответы (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.
Вердикт
Verdict & Model Selection Recommendation: Choose Aion-Mini if your priority is Scientific paper metadata extraction, lab sample tagging, and rapid medical triage. Its performance in demanding tasks justifies its operational token cost. Choose Laguna XS 2.1 if your workflow prioritizes IDE autocompletion, CI/CD automated test generation, and pull request syntax checking. For large-scale batch processing or customer-facing conversational interfaces, its balance of speed and economics delivers superior ROI.
Часто задаваемые вопросы (FAQ)
How does Aion-Mini compare to Laguna XS 2.1 in API token pricing and cost per token?+
Aion-Mini costs $0.08 per 1M input tokens and $0.32 per 1M output tokens, whereas Laguna XS 2.1 costs $0.05 input and $0.20 output. Overall, Laguna XS 2.1 is the more cost-effective model for high-volume API pipelines. Both models support prompt caching discounts of up to 90% for repeated prompt prefixes.
Which model has a larger context window: Aion-Mini or Laguna XS 2.1?+
Aion-Mini supports a context window of 131K tokens (~98k words), while Laguna XS 2.1 supports 262K tokens (~197k words). Therefore, Laguna XS 2.1 can process more textual data and document context in a single prompt.
Which AI model is better for software engineering and coding: Aion-Mini or Laguna XS 2.1?+
Aion-Mini scores at the frontier of coding benchmarks, while Laguna XS 2.1 scores competitively for software generation. For complex autonomous debugging and agentic engineering, Aion-Mini provides robust code generation and tool calling.
What is the difference in reasoning capability and extended thinking between Aion-Mini and Laguna XS 2.1?+
Aion-Mini features native chain-of-thought extended thinking mode with configurable reasoning effort. In contrast, Laguna XS 2.1 provides chain-of-thought reasoning depth for complex math and science.
How does inference speed (tokens per second) compare between Aion-Mini and Laguna XS 2.1?+
Aion-Mini generates approximately 150 tokens per second, while Laguna XS 2.1 delivers 165 tokens per second. In latency-sensitive production environments, Laguna XS 2.1 provides faster time-to-first-token (TTFT) and higher streaming response velocity.
Can you implement a tiered LLM routing setup combining Aion-Mini and Laguna XS 2.1 to optimize costs?+
Yes! High-efficiency architectures route high-frequency routine classification and conversational tasks to Laguna XS 2.1 to save operational costs, and dynamically escalate complex architectural queries or reasoning tasks to Aion-Mini. This tiered routing pattern cuts overall API bills by up to 70%.
Understand key metrics like context window, token pricing, reasoning mode, and SWE-bench scores in our comprehensive AI glossary.
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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.
Официальные источники: GetInfoUs Independent AI Benchmarks & Official API Specs