What is FNI Score?

What is FNI Score?

FNI (Free2AITools Normalized Index) is a composite score measuring model quality across four dimensions: Performance, Versatility, Community, and Usability.

Score Components

ComponentWeightMeasures
P - Performance30%Benchmark scores (MMLU, HumanEval)
V - Versatility25%Task coverage, multi-modality
C - Community25%Downloads, likes, citations
U - Usability20%Deploy score, GGUF availability

Score Range

FNI ScorePercentileQuality
90+Top 1%Exceptional
80-89Top 5%Excellent
70-79Top 15%Very Good
60-69Top 30%Good
50-59Top 50%Average
<50Bottom 50%Below Average

How to Use FNI

  1. Compare models - Higher FNI = better overall quality
  2. Filter by component - Focus on P for benchmarks, U for ease of use
  3. Track trends - Rising FNI indicates community adoption