5. Trend Analysis

5.1 Predictive AI Algorithms

We leverage time-series forecasting models like LSTM (Long Short-Term Memory) networks and Prophet for short- to mid-term price predictions of memecoins. Key data points include:

• Historical price and volume on Solana DEXs.

• Social media sentiment (Twitter, Discord, etc.).

• On-chain metrics such as staking and unstaking events.

5.2 Market Sentiment & Wallet Behavior

To evaluate sentiment, we merge data from off-chain sources with on-chain analytics. Natural Language Processing (NLP) techniques decode social feeds for bullish or bearish signals, while wallet clustering reveals whether large holders (whales) are accumulating or distributing tokens.

5.3 On-Chain Metrics Forecasting

Our AI engine computes advanced metrics like:

• Market Depth Coefficients: Measuring liquidity available at varying price levels.

• Volatility Index: Derived from GARCH models to forecast potential drawdown