Posted June 30, 2025 by Logan
At ModexIQ, we're on a mission to provide highly accurate stock predictions across a vast range of companies — aiming to cover over 1,000 stocks every single day. Achieving this requires more than just smart AI models; it demands a carefully designed infrastructure, continuous hardware upgrades, and clever data handling strategies.
Our AI models are trained nightly with the latest market data, including price movements, volume, and recent company news. To keep pace with the sheer volume of stocks, we use ticker-specific machine learning models, each tailored to a company’s unique trading patterns.
We optimize training by automatically removing outdated data, focusing on recent trends to maintain model relevance while keeping resource use manageable. This balance allows us to retrain hundreds of models every night without overloading our servers.
Starting with affordable hardware like laptops and Raspberry Pi devices, we’ve built a distributed setup that handles initial training and prediction tasks efficiently. As we grow, we plan to upgrade to cloud GPUs with powerful CUDA cores, capable of processing many models in parallel.
Using cloud infrastructure means we can scale on-demand, spinning up extra resources during peak usage times and scaling back when demand lowers — keeping costs optimized while ensuring fast, reliable predictions.
To support rapid predictions, we aggregate and pre-process market data streams, filtering noise and focusing on key indicators that have proven predictive power. This reduces the amount of data each model must handle, speeding up inference without sacrificing accuracy.
Real-time data feeds are integrated with our prediction engine so users receive the freshest insights possible, even if the markets move quickly during trading hours.
Scaling to thousands of predictions daily is a complex challenge, but it’s one we’re meeting step-by-step. Our roadmap includes advanced model architectures, smarter data pipelines, and cost-effective hardware upgrades to maintain speed and accuracy as our user base grows.
Stay tuned as we continue refining our system and expanding ModexIQ’s capabilities — bringing powerful AI-driven stock insights to your fingertips.
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