Battle of the Models

Compare specific LLM models, context windows, and capabilities.

GPT-4o

S-TIER

OpenAI

Intelligence Score 92/100

Model Popularity 0 votes

Context Window 128K

Pricing Model Commercial / Paid

Commercial/Paid Model

Nous Portal

Intelligence Score 65/100

Context Window 1M Context

Pricing Model Free / Open

Model Popularity 0 votes

View Provider Analysis →

FINAL VERDICT

With an intelligence score of 92/100 vs 65/100, GPT-4o outperforms LongCat 2.5 Preview by 27 points.

Clear Winner: Significant performance advantage for GPT-4o.

HEAD-TO-HEAD

Feature	GPT-4o	LongCat 2.5 Preview
Context Window	128K	1M Context
Architecture	Transformer (Proprietary)	Transformer
Est. MMLU Score	~85-87%	~60-64%
Release Date	May-Nov 2024	2024
Pricing Model	Paid / Commercial	Free Tier
Rate Limit (RPM)	10,000 RPM	Standard rate limits (figures not published)
Daily Limit	Based on tier	Free models only (no monthly credit)
Capabilities	Vision Function Calling Streaming JSON Mode	No specific data
Performance Tier	A-Tier (Excellent)	C-Tier (Good)
Speed Estimate	Medium	Medium
Primary Use Case	General Purpose	General Purpose
Model Size	~1.8T (estimated)	Undisclosed
Limitations	API key required Rate limits apply Pay-per-token pricing	No specific limitations documented
Key Strengths	Advanced reasoning Code generation Creative writing