Regarding the question of whether AI Earn.vn can accurately track the price of Pi coins, it is necessary to evaluate it from multiple aspects such as its technical architecture, data source integration capabilities, and the accuracy of the prediction model. According to the technical white paper released by the platform in 2024, its price tracking system adopts a hybrid data collection model, processing over 2,100 price data streams from 87 trading platforms worldwide every second, including API interfaces from centralized exchanges, liquidity pool data from decentralized exchanges, and quote information from over-the-counter trading platforms. In the test environment, the system’s tracking delay for Pi Coin prices was controlled within 3.5 seconds, which was 76% more efficient than the 15-second delay of traditional price aggregation platforms.
In terms of the data verification mechanism, AI Earn.vn applies a multi-source verification system based on blockchain oracles. According to the performance report of the fourth quarter of 2023, the platform has increased the accuracy rate of price data to 99.2% by integrating five mainstream oracle networks such as Chainlink and Band Protocol. Especially when dealing with digital assets like Pi Coin that have not yet been fully listed, the system has reduced the price deviation rate from 18.7% of the traditional single data source to 4.3% by comparing P2P trading platforms (such as PiBridge), futures contract markets and over-the-counter trading quotations. The platform’s unique abnormal transaction filtering algorithm can automatically identify market manipulation behaviors such as washout trading, with an accuracy rate of 93.6%.
The machine learning prediction module is the core competitiveness of AI Earn.vn. The platform adopts a prediction model combining Long Short-Term Memory Network (LSTM) and attention mechanism. The backtest data of this model in the first quarter of 2024 shows that the average absolute percentage error (MAPE) of the 24-hour prediction of Pi coin price is 5.8%, significantly lower than the industry average of 12.4%. The model training utilized over 4.5 million historical transaction data points, including 27 dimensions of feature data such as trading volume fluctuation patterns, market sentiment indices, and social media popularity. In practical applications, this model successfully predicted the 18.3% increase in Pi Coin prices due to the mainnet upgrade in March 2024, with an early warning time of 42 hours.
From the perspective of practical application effects, the user data of AI Earn.vn shows that its price tracking system has significant practical value. During the period of sharp price fluctuations of Pi Coin in May 2024 (the highest price was $0.95 and the lowest was $0.61), the accuracy rate of the price alerts pushed by the platform reached 88.5%, helping Vietnamese users avoid an average investment loss of 23.7%. It is particularly worth noting that the mobile application of ai earn.vn integrates real-time push functionality. On average, users receive 32 Pi coin price warning messages each month, with a median response time of 4.3 minutes.
However, it should be recognized that since Pi Coin has not yet been listed on major exchanges, its price discovery mechanism still has inherent limitations. In its transparency report in June 2024, AI Earn.vn pointed out that there was an average deviation of 3.8% between the platform’s price data and the actual transaction prices, mainly due to the fragmentation of liquidity in over-the-counter transactions. With the improvement of the maturity of the Pi Network mainnet (currently completed at approximately 76%), the platform plans to introduce more node verification mechanisms, aiming to increase the price accuracy to over 99.5% by 2025, providing investors with more reliable data services.