Battle of the Models

Compare specific LLM models, context windows, and capabilities.

DeepSeek V3.2 (preview)

S-TIER

SambaNova Cloud

Intelligence Score 94/100

Model Popularity 0 votes

Context Window Long context

Pricing Model Free / Open

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A-TIER

Replicate

Intelligence Score 84/100

Context Window Image

Pricing Model Commercial / Paid

Model Popularity 0 votes

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FINAL VERDICT

With an intelligence score of 94/100 vs 84/100, DeepSeek V3.2 (preview) outperforms stability-ai/sdxl by 10 points.

HEAD-TO-HEAD

Feature	DeepSeek V3.2 (preview)	stability-ai/sdxl
Context Window	Long context	Image
Architecture	Dense Transformer	Transformer
Est. MMLU Score	~88-91%	~75-79%
Release Date	2024	2024
Pricing Model	Free Tier	Paid / Commercial
Rate Limit (RPM)	Varies by model	Varies by model
Daily Limit	Dependent on credits	Credit-based
Capabilities	No specific data	No specific data
Performance Tier	S-Tier (Elite)	B-Tier (Strong)
Speed Estimate	Medium	Medium
Primary Use Case	General Purpose	General Purpose
Model Size	Undisclosed	Undisclosed
Limitations	Free credits are one-time for new users Context window varies by model (8k - 128k) Rate limits apply to free tier	Pay-per-second billing (can be expensive) Cold starts for less popular models Trial credits are minimal
Key Strengths	SambaNova SN40L RDU Chip Dataflow Architecture Record-Breaking Speed	Run any public model with an API Fine-tune existing models easily Cold boots can be slow for unpopular models