Battle of the Models

Compare specific LLM models, context windows, and capabilities.

Qwen3.5 397B A17B

Nebius (Token Factory)

Intelligence Score 65/100

Model Popularity 0 votes

Context Window Long context

Pricing Model Free / Open

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Ollama Cloud

Intelligence Score 65/100

Context Window 1M Context

Pricing Model Free / Open

Model Popularity 0 votes

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FINAL VERDICT

Equal intelligence scores (65/100), but Reflection Beam (501B) offers a significantly larger context window.

Close Match: The difference is minimal. Consider other factors like pricing and features.

HEAD-TO-HEAD

Feature	Qwen3.5 397B A17B	Reflection Beam (501B)
Context Window	Long context	1M Context
Architecture	Transformer (Open Weight)	Transformer
Est. MMLU Score	~60-64%	~60-64%
Release Date	2024	2024
Pricing Model	Free Tier	Free Tier
Rate Limit (RPM)	Dynamic limits (adaptive per 15-minute window, not a fixed RPM)	Starter usage credits; starter models only (add credits to unlock all models)
Daily Limit	Credit-based	Monthly starter allowance (resets monthly from sign-up date)
Capabilities	No specific data	No specific data
Performance Tier	C-Tier (Good)	C-Tier (Good)
Speed Estimate	⚡ Very Fast	Medium
Primary Use Case	General Purpose	General Purpose
Model Size	397B	501B
Limitations	$1 credit is small (good for testing) Limited model selection compared to aggregators Beta features may change	No specific limitations documented
Key Strengths	Nebius Studio: Interactive playground OpenAI Compatibility: Easy swap Cost Effective: Competitive pricing