Battle of the Models

Compare specific LLM models, context windows, and capabilities.

Flux.1 Dev

S-TIER

Hugging Face Inference

Intelligence Score 91/100

Model Popularity 0 votes

Context Window Image

Pricing Model Free / Open

View Provider Analysis →

SambaNova Cloud

Intelligence Score 65/100

Context Window Long context

Pricing Model Free / Open

Model Popularity 0 votes

View Provider Analysis →

FINAL VERDICT

With an intelligence score of 91/100 vs 65/100, Flux.1 Dev outperforms Gemma 4 31B (preview) by 26 points.

Clear Winner: Significant performance advantage for Flux.1 Dev.

HEAD-TO-HEAD

Feature	Flux.1 Dev	Gemma 4 31B (preview)
Context Window	Image	Long context
Architecture	Diffusion	Transformer
Est. MMLU Score	~85-87%	~60-64%
Release Date	2024	2024
Pricing Model	Free Tier	Free Tier
Rate Limit (RPM)	300 Requests / hour	Varies by model
Daily Limit	Capped by monthly credit, not a flat request count	Dependent on credits
Capabilities	No specific data	No specific data
Performance Tier	A-Tier (Excellent)	C-Tier (Good)
Speed Estimate	Medium	Medium
Primary Use Case	🎨 Image Generation	General Purpose
Model Size	Undisclosed	31B
Limitations	Rate limited to ~300 request/hour for free users Models larger than 10GB may not load Cold starts can occur	Free credits are one-time for new users Context window varies by model (8k - 128k) Rate limits apply to free tier
Key Strengths	Serverless Inference Instant Model Loading Text Generation	SambaNova SN40L RDU Chip Dataflow Architecture Record-Breaking Speed