Battle of the Models

Compare specific LLM models, context windows, and capabilities.

Gemma 4 31B (preview)

SambaNova Cloud

Intelligence Score 65/100

Model Popularity 0 votes

Context Window Long context

Pricing Model Free / Open

View Provider Analysis →

A-TIER

Kilo AI Gateway

Intelligence Score 83/100

Context Window See provider

Pricing Model Free / Open

Model Popularity 0 votes

View Provider Analysis →

FINAL VERDICT

With an intelligence score of 83/100 vs 65/100, StepFun Step 3.7 Flash outperforms Gemma 4 31B (preview) by 18 points.

Clear Winner: Significant performance advantage for StepFun Step 3.7 Flash.

HEAD-TO-HEAD

Feature	Gemma 4 31B (preview)	StepFun Step 3.7 Flash
Context Window	Long context	See provider
Architecture	Transformer	Transformer
Est. MMLU Score	~60-64%	~75-79%
Release Date	2024	2024
Pricing Model	Free Tier	Free Tier
Rate Limit (RPM)	Varies by model	200 requests/hour per IP (free models, per community submission)
Daily Limit	Dependent on credits	Default free models only
Capabilities	No specific data	No specific data
Performance Tier	C-Tier (Good)	B-Tier (Strong)
Speed Estimate	Medium	⚡ Very Fast
Primary Use Case	General Purpose	⚡ Fast Chat & Apps
Model Size	31B	Undisclosed
Limitations	Free credits are one-time for new users Context window varies by model (8k - 128k) Rate limits apply to free tier	Free capacity and limits can change; verify on the provider site Listed from community submissions - partly verified
Key Strengths	SambaNova SN40L RDU Chip Dataflow Architecture Record-Breaking Speed	OpenAI-compatible API Multi-model access