The DataSeer serves as the fundamental proprietary engine for the Playground AI Product Suite. It features multiple core data crawlers tailored to navigate through extensive data from X, websites, and the blockchain. The system has scalable ETL pipelines, engineered to process and index the incoming data efficiently. Our uniquely developed pRank algorithm evaluates the social interactions and the timing of these interactions to determine the relevance and social prominence of the data points discovered. Additionally, we have fine-tuned a crypto-native LLM that is accurate in contextualizing current crypto events, analyzing them in real time based on the indexed data.
The SDE uses data crawlers on X, the internet, and blockchain networks to continuously track various information sources around the clock, including news, on-chain and off-chain activities, market events, and social interactions. All collected data points are then utilized to construct a comprehensive network graph that maps the interactions among these points. This dynamic, constantly updating historical database, enhanced with real-time self-browsing features, guarantees that our data points stay in sync with the fast-changing markets.
The pRank algorithm merges the core principles of Google's renowned PageRank algorithm with the concept of time-based influence on interactions among data points. It assesses the network of connections between indexed data points, incorporating a time decay element for each link. This approach allows pRank to determine the social prominence and credibility of cryptocurrency projects, individuals, and market events, ensuring the information remains current and relevant.
The Playground AI Model is fine-tuned using terabytes of indexed data from all our sources, enabling it to distinguish between individual and project accounts on X, classify projects into 22 cryptocurrency genres and 82 blockchains, and tag market events. Whenever our Social Discovery Engine captures a new data point, our model can examine, categorize, and rate it. This ongoing analysis of data points facilitates both short-term and long-term trend assessments, providing data-driven insights that are integrated into the products within the Playground AI Product Suite.
DataSeer's predictive capabilities and strength depend on its extensive and continuously growing database. This database includes a wide range of sources such as news, on-chain and off-chain activities, market events, and social interactions, covering all possible types of cryptocurrency-related information. Additionally, real-time updates keep the database in sync with the latest market trends and dynamics.
