Learn 3× Faster

Discover How

What is PAL

PAL is a learning app that helps you learn 3x faster.

You learn faster because PAL is highly individualized to your needs. It dynamically adjusts the next learning items to maximize expected learning gain. It learns your interests and preferences to tailor content to you. It continuously pinpoints mastered material and prerequisite gaps at a granular level. It keeps you in your Zone of Proximal Development by calibrating difficulty in real time. It schedules reviews with adaptive spacing tuned to your personal forgetting curve. It adapts delivery to your study setting so you use spare moments effectively. Result: higher engagement, faster mastery, better retention, less redundancy, fewer gaps, and better use of time— together leading to more efficient learning.

Result: higher engagement, faster mastery, better retention, less redundancy, fewer gaps, and better use of time— together leading to more efficient learning.

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Our Approach

We take a quantitative approach to education.

We analyze large‑scale, high‑frequency data using sophisticated statistical models to generate predictive signals about individual learning dynamics. We use these signals to adapt what we deliver to learners in real time.

0

indicators to evaluate each learner

1 / 5

User Interaction

Every tap, answer, and pause becomes a signal. We capture assessment outcomes and behavioral context (time, device, pace) to understand how you learn.

2 / 5

Data Ingestion

Raw events are securely ingested, cleaned, and fused with your history. We normalize, de-duplicate, and engineer features in real time.

3 / 5

Signal Generation

Statistical and ML models convert features into predictive signals—mastery estimates, difficulty, attention, and expected learning gain.

4 / 5

Content Selection

A multi-objective policy chooses the next item and assembles its components to maximize learning gain while respecting constraints and spacing.

5 / 5

Content Delivery

PAL delivers the selected content with the right difficulty and format, measures outcomes instantly, and feeds results back into the loop.

Traditional learning tools are one-size-fits-all: the same path and content for everyone. PAL is different. For each learning item, hundreds of calculations determine its selection and the assembly of its components, all executed end-to-end within 500 ms.

Demo

See PAL in action — or try it yourself.

Features

Customized Learning Path

PAL Only

AI-driven curriculum that evolves with your progress. Automatically adjusts difficulty, pacing, and content order to maximize learning efficiency.

Personalized Content

PAL Only

Content that adapts to your interests and learning preferences. Dynamic examples and explanations that resonate with your background.

Adaptive Learning Sessions

PAL Only

Real-time difficulty adjustment during study sessions. Maintains optimal challenge level to keep you engaged and progressing.

AI Chatbot

Frontier Models

24/7 AI assistant trained on your curriculum. Ask questions, get explanations, and receive personalized study recommendations.

Mock Tests

Traditional

Practice with realistic exam simulations that mirror actual test conditions. Get instant scoring and detailed performance analytics to identify areas for improvement.

Mistake Log

Traditional

Automatic tracking of errors and misconceptions. Creates targeted practice sessions to address your specific weaknesses.

Solutions

Traditional

Step-by-step explanations for complex problems. Interactive walkthroughs help you understand the reasoning behind each solution.

Tips

Traditional

Contextual hints and strategies tailored to your learning style. Get the right guidance at the right moment to overcome challenges.

Notes

Traditional

Smart note-taking system that organizes your thoughts automatically. Features tagging, search, and integration with your learning materials.

To Do

Traditional

Intelligent task management that prioritizes based on deadlines and difficulty. Syncs with your learning schedule for optimal productivity.

Calendars

Traditional

Dynamic scheduling that adapts to your progress and availability. Automatically adjusts study sessions based on your performance.

Calculator

Traditional

Advanced computational tools optimized for your specific subject needs. Includes graphing capabilities, statistical analysis, and domain-specific calculations.