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Head-to-Head Model Comparison

Aion-3.0 vs GPT-6 Astra

Benchmarks, API Token Pricing, Context Window & Speed Comparison

تمت المراجعة بواسطة فريق أبحاث GetInfoUsآخر مراجعة: October 2026السياسة التحريرية
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Compare Aion-3.0 by AionLabs against GPT-6 Astra by OpenAI across real-world coding, reasoning, token economics, and latency.

مقارنة مباشرة (VS)

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AionLabs

Aion-3.0

نموذج استدلال عميق

نموذج Aion-3.0 المقدم من AionLabs يوفر نافذة سياق تصل إلى 131K رمز، بتكلفة $0.5 لكل مليون رمز إدخال و$2 لكل مليون رمز إخراج، ومصمم للبرمجة والاستدلال وتطبيقات الأعمال.

Intelligence Index83 / 100
Input Token:

$0.50 / 1M

Output Token:

$2.00 / 1M

Context Window:

131.1K tokens

SWE-bench Verified:

N/A

OpenAI

GPT-6 Astra

نموذج استدلال عميق

نموذج GPT-6 Astra المقدم من OpenAI يوفر نافذة سياق تصل إلى 1M رمز، بتكلفة $10.0 لكل مليون رمز إدخال و$50.0 لكل مليون رمز إخراج، ومصمم للبرمجة والاستدلال وتطبيقات الأعمال.

Intelligence Index96 / 100
Input Token:

$10.00 / 1M

Output Token:

$50.00 / 1M

Context Window:

272K tokens

SWE-bench Verified:

82.4%

أهم الفروقات في لمحة

  • Aion-3.0 is 23.4x cheaper for API usage (input + output tokens combined).
  • GPT-6 Astra has a larger context window (272K vs 131K tokens).
  • GPT-6 Astra is faster at 100 tok/s vs 80 tok/s.
Need definitions for token pricing, context, or benchmarks?Explore AI Glossary →
FeatureAion-3.0GPT-6 Astra
Intelligence Index
Composite reasoning & knowledge score (0-100)
8396
Provider
AionLabsOpenAI
Input Price
Cost per million input tokens
$0.50 / 1M$10.00 / 1M
Output Price
Cost per million output tokens
$2.00 / 1M$50.00 / 1M
Blended Price
Weighted 7:2:1 cache:input:output per 1M
$0.34 / 1M$7.70 / 1M
Context Window
Maximum input + output tokens
131.1K tokens~197 A4 pages of text272K tokens~408 A4 pages of text
Max Output Tokens
Per single request
16K128K
Throughput Speed
Tokens generated per second
80 tok/s100 tok/s
SWE-bench Verified
Real-world software engineering
N/A82.4%
GPQA Diamond
Graduate-level reasoning
63.5%80.9%
Cached Input Price
Prompt caching discount per 1M tokens
$0.05 / 1M$1.00 / 1M

من يتفوق في كل مجال؟

At-a-glance decision framework
Coding

Evaluations ongoing

Cost
Aion-3.0
23.4x cheaper monthly runtime
Speed
GPT-6 Astra
+25% faster generation
Context
GPT-6 Astra
272K tokens window

نتائج الاختبارات المعيارية الموثقة

Official evaluation metrics verified by independent third-party research labs.

Aion-3.0GPT-6 Astra
SWE-bench Verified (Autonomous Coding)

Industry benchmark evaluating real-world GitHub issue resolution and multi-file debugging.

N/Avs82.4%
GPQA Diamond (Doctorate-Level Science & Math)

Challenging questions created by domain experts to test complex PhD-level reasoning.

63.5%vs80.9%
MMLU-Pro (Multi-task Language Understanding)

Hardened reasoning and academic knowledge benchmark with reduced lucky-guess probability.

80%vs89.9%
LMSYS Chatbot Arena Elo

Crowdsourced human preference evaluation based on blind, head-to-head model battles.

1335ptsvs1520pts
Humanity's Last Exam (Frontier Expert Knowledge)

Extremely difficult, closed-ended questions spanning the frontier of human expert knowledge.

N/Avs18.2%
Terminal-Bench (Agentic Coding & Terminal Use)

Autonomous multi-step tasks executed inside a real command-line terminal environment.

N/Avs63.8%
SciCode (Scientific Computing)

Research-grade coding problems drawn from real scientific and numerical workloads.

N/Avs54.9%
LiveCodeBench (Competitive Coding)

Contamination-free competitive programming problems collected continuously over time.

N/Avs79.8%
AIME (Advanced Math Competition)

American Invitational Mathematics Examination — multi-step Olympiad-level reasoning.

N/Avs93.6%
Long-Context Reasoning

Accuracy when reasoning over very large inputs that fill the model context window.

N/Avs91.2%
Generation Speed (Throughput)

Tokens emitted per second during active generation streaming.

80 tok/s vs100 tok/s

زمن الاستجابة والسرعة

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-3.00.52s
GPT-6 Astra0.95s
Est. End-to-End Response (500 tokens)TTFT + generation time
Aion-3.06.77s
GPT-6 Astra5.95s

محاكي تكلفة الرموز التفاعلي

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)
Aion-3.0 Monthly API Bill
$2.63 / month
$0.5/1M in · $2/1M out
GPT-6 Astra Monthly API Bill
$61.50 / month
$10/1M in · $50/1M out
Aion-3.0 saves approximately $58.88 / month (96%) under this workload.23.4x Savings

Aion-3.0 · Strengths & Key Advantages

  • بنية Deliberate Scientific Reasoning Transformer متطورة من AionLabs مع سعة سياق تبلغ 131K رمز
  • كفاءة عالية في التكلفة ($0.5/1M إدخال و$2/1M إخراج) وسرعة استجابة ممتازة
  • أداء قوي في اختبارات البرمجة، الاستدلال المنطقي، ودعم اللغات المتعددة
Considerations & Trade-offs
  • يتطلب إدارة دقيقة لاستهلاك الرموز عند استخدام نافذة السياق الكاملة
  • قد يحتاج إلى ضبط دقيق للتعليمات (Prompt Engineering) في المهام التخصصية المعقدة

GPT-6 Astra · Strengths & Key Advantages

  • بنية Omni-Adaptive Autoregressive with Dynamic CoT متطورة من OpenAI مع سعة سياق تبلغ 1M رمز
  • كفاءة عالية في التكلفة ($10.0/1M إدخال و$50.0/1M إخراج) وسرعة استجابة ممتازة
  • أداء قوي في اختبارات البرمجة، الاستدلال المنطقي، ودعم اللغات المتعددة
Considerations & Trade-offs
  • يتطلب إدارة دقيقة لاستهلاك الرموز عند استخدام نافذة السياق الكاملة
  • قد يحتاج إلى ضبط دقيق للتعليمات (Prompt Engineering) في المهام التخصصية المعقدة

Token Use & Task Economics

Estimated cost and token consumption to complete one representative agentic task.

MetricAion-3.0GPT-6 Astra
Cost per Task
Estimated USD to finish one task
$0.16$2.15
Output Tokens / Task
Tokens generated per task
20K58K
Reasoning Tokens / Task
Thinking tokens burned per task
7K32K

المواصفات التقنية

Architecture, release timeline, capabilities, and modalities.

FeatureAion-3.0GPT-6 Astra
Official API Model ID (SDK)aion-3-0gpt-6-astra
API ProtocolAionLabs REST API (OpenAI-Compatible)OpenAI Responses API & Chat Completions v1
Release Date2026-072026-09
Knowledge CutoffMay 2026June 2026
ArchitectureDeliberate Scientific Reasoning TransformerOmni-Adaptive Autoregressive with Dynamic CoT
ParametersConfidentialConfidential
Enterprise Rate Limits (RPM / TPM)5,000 – 15,000 RPM (Production Tier) · 800,000 – 2,000,000 TPM10,000 – 30,000 RPM (Tier 5 Enterprise) · 800,000 – 2,000,000 TPM
Long-Context Tier (>128K/200K)Flat rate ($0.5/1M in) across full 131K windowFlat rate ($10/1M in) across full 272K window
Prompt Cache Policy & TTLCached input at $0.05/1M tokensAutomatic prefix caching at $1/1M (no extra cache-write fee)
Computer Use / GUI AgentAPI / CLI Tool-Use & DOM Agent ready (no raw pixel desktop click loop)Supported (Screen coordinate grounding, browser & desktop GUI action loops)
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 toolsNative Web Search tool + Hosted Code Interpreter & File Search RAG
Official Fine-Tuning SupportAPI Prompt Engineering & RAG DistillationSupervised Fine-Tuning (SFT), Direct Preference (DPO) & Reinforcement Fine-Tuning (RFT)
Multimodal Token BillingText BPE (~4 chars/token)Text BPE (~4 chars/token) · Vision (~258–765 tokens per image tile) · Audio (~25–32 tokens/sec)
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 ClassificationAionLabs Production Safety & Alignment VerifiedOpenAI Preparedness Framework Audited & System Card Published
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, vision, audio
Output Modalitiestexttext, audio

Aion-3.0 vs GPT-6 Astra: إجابات سريعة (FAQ)

Which is more intelligent, Aion-3.0 or GPT-6 Astra?

GPT-6 Astra is more intelligent. It scores 96 compared with 83 on the composite Intelligence Index.

Which model is faster?

GPT-6 Astra is faster, generating 100 tokens per second compared with 80 tokens per second.

Which model is cheaper to run?

Aion-3.0 is cheaper at $0.34 per 1M tokens blended, compared with $7.70 (7:2:1 cache:input:output ratio).

Which model has lower latency?

Aion-3.0 has lower latency, with a time to first token of 0.52s compared with 0.95s.

Which model has a larger context window?

GPT-6 Astra has a larger context window, supporting 272K tokens compared with 131.1K tokens.

الحكم النهائي

Choose Aion-3.0 for أتمتة الأعمال، تطوير البرمجيات، الوكلاء الأذكياء (ai agents)، وتطبيقات aionlabs الإنتاجية, or choose GPT-6 Astra for أتمتة الأعمال، تطوير البرمجيات، الوكلاء الأذكياء (ai agents)، وتطبيقات openai الإنتاجية.

الأسئلة الشائعة (FAQ)

Which is cheaper: Aion-3.0 or GPT-6 Astra?+

Aion-3.0 costs $0.5/1M input and $2/1M output tokens, while GPT-6 Astra costs $10/1M input and $50/1M output tokens.

Which model has a larger context window: Aion-3.0 or GPT-6 Astra?+

Aion-3.0 supports 131K tokens whereas GPT-6 Astra supports 272K tokens.

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.

المصادر الرسمية: AionLabs & OpenAI Official Documentation