Battle of the Models

Compare specific LLM models, context windows, and capabilities.

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Flux.1 Dev

S-TIER

Hugging Face Inference

Intelligence Score 91/100
Model Popularity 0 votes
Context Window Image
Pricing Model Free / Open

Nomic Embed

GPT4All

Intelligence Score 65/100
Context Window Local
Pricing Model Free / Open
Model Popularity 0 votes
FINAL VERDICT

Flux.1 Dev Wins

With an intelligence score of 91/100 vs 65/100, Flux.1 Dev outperforms Nomic Embed by 26 points.

Clear Winner: Significant performance advantage for Flux.1 Dev.
HEAD-TO-HEAD

Detailed Comparison

Feature
Flux.1 Dev
Nomic Embed
Context Window
Image Local
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 Hardware dependent
Daily Limit
Dependent on global load Unlimited
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 Undisclosed
Limitations
  • Rate limited to ~300 request/hour for free users
  • Models larger than 10GB may not load
  • Cold starts can occur
  • Slower than GPU inference
  • Limited to supported quantized formats
  • UI is basic
Key Strengths
  • Serverless Inference
  • Instant Model Loading
  • Text Generation
  • LocalDocs: Chat with your files privately
  • Nomic Embed Text: High quality embeddings
  • CPU Optimized (AVX2)

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