Features
Advanced Predictive Modeling of Human Behavior
Our core technology, built upon the state-of-the-art Centaur model, leverages a refined large language model fine-tuned on a vast, diverse dataset of over 10 million human choices across 160 psychological experiments. This allows us to predict human decisions with unprecedented accuracy in a wide variety of domains — from economic choices to memory and learning tasks.
Generalization Across Domains
Unlike traditional models limited to specific tasks, our model generalizes robustly. It accurately predicts behavior in unseen individuals, novel experimental cover stories, and even entirely new decision-making paradigms. This makes our system uniquely versatile for modeling human cognition.
Scientific Grounding & Cognitive Alignment
Our approach integrates decades of cognitive science research, aligning AI predictions not only to behavioral data but also to patterns observed in human neural activity. This grounding in human cognition ensures reliability and interpretability beyond typical black-box models.
Extensive Dataset: Psych-101
The backbone of our development is Psych-101, a large-scale, curated dataset capturing rich behavioral data across numerous experiments in decision-making, reinforcement learning, risk evaluation, and more. This scale and diversity empower our models to learn nuanced patterns of human choice.
Cutting-Edge Training Techniques
We employ efficient fine-tuning methods such as quantized low-rank adaptation (QLoRA) that enable large models to be adapted to our data with minimal computational overhead, improving performance with limited training while preserving knowledge from the original model.
Robustness and Reliability
Our models have passed rigorous benchmarks and outperformed conventional cognitive models in predicting human decisions. They maintain strong performance even in out-of-distribution scenarios, making Predictix.ai a trustworthy tool for applying AI to human behavioral prediction.
Applications in Research and Beyond
Predictix.ai serves not only as a predictive tool but also as a partner in scientific discovery. It aids in designing experiments, discovering cognitive strategies, and building interpretable models, driving forward automated cognitive science and human-centered AI.