Beginner ⏱️ 2 min

πŸŽ“ What is FNI?

Fair Nexus Index (FNI) is our transparent, multi-dimensional scoring system for ranking AI models on Free2AITools.

Overview

FNI (Fair Nexus Index) is Free2AITools' proprietary scoring system for ranking AI models. It provides a transparent, multi-dimensional view of model quality.

The Four Dimensions

P - Popularity (30%)

  • Download counts
  • Like counts
  • Community adoption

V - Velocity (25%)

  • 7-day growth rate
  • Trending momentum
  • Recent activity

C - Credibility (25%)

  • Benchmark scores (MMLU, HumanEval, etc.)
  • Organization reputation
  • Documentation quality

U - Utility (20%)

  • Deploy score
  • Format availability (GGUF, Ollama)
  • Practical usability

Score Range

FNI Score Percentile Interpretation
90+ Top 1% Exceptional
75-90 Top 10% Excellent
50-75 Top 25% Good
25-50 Average Moderate
<25 Below Average Limited

Why FNI?

  • Transparent: All factors explained
  • Multi-dimensional: Not just downloads
  • Updated daily: Fresh rankings
  • Fair: Considers smaller models too

How to Improve FNI

  1. Publish quality benchmarks
  2. Provide GGUF/Ollama support
  3. Write good documentation
  4. Engage community

πŸ•ΈοΈ Knowledge Mesh

🧬 Grounded Entities