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



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P - Popularity (30%)


- Download counts
- Like counts
- Community adoption

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V - Velocity (25%)


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

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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

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