> For the complete documentation index, see [llms.txt](https://whitelistzone.gitbook.io/whitepaper/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://whitelistzone.gitbook.io/whitepaper/vision-and-solution/pnl-predictor.md).

# PNL Predictor

📈 **How does the AI forecast investment profitability?**

* ✅ Fine-tuned LLM + On-Chain Data
* ✅ Dataset: 5K+ listings (social networks, community, backers, TVL, FDV, tokenomics, GitHub activity)
* ✅ Predicts ROI with 85% accuracy
* ✅ Detects scam risk through fake engagement detection

**📊 Example Project Analysis:**

* ROI forecast: 7.3x (average PNL)
* Social activity: 89/100 (CT activity)
* On-chain metrics: FDV/TVL Ratio = 12.4 (low dump risk)
* Recommendation: ✅ Invest