Our Data & Model

Built on Real Legal Experience

Deposia's AI is trained on authentic legal data and optimized to provide the most realistic practice experience possible. Here's how we do it.

Where We Get Our Data From

Our AI learns from real legal proceedings, ensuring authentic interactions that mirror actual courtroom and deposition experiences.

PACER Documents

Publicly-available federal court documents including pleadings, motions, and judicial decisions that provide real-world legal context and argumentation patterns.

Court Dockets

Comprehensive court dockets from various jurisdictions that show how cases progress, helping our AI understand legal procedure and timing.

Courtroom Audio & Transcripts

Audio files and transcriptions from actual courtroom sessions, depositions, and hearings that teach our AI natural speech patterns and legal dialogue.

Why This Matters

Most legal education tools rely on hypothetical scenarios or simplified examples. Deposia is different. By training on real legal proceedings, our AI understands the nuances, complexities, and unpredictable nature of actual legal practice.

This means when you practice with Deposia, you're not just rehearsing textbook scenarios—you're preparing for the real challenges you'll face in courtrooms, depositions, and client meetings. Our AI knows how real witnesses behave, how judges actually respond, and what opposing counsel really sounds like.

Our Model

Deposia's AI is specifically trained to optimize your learning experience through adaptive difficulty and comprehensive performance analysis.

Adaptive Difficulty Training

Our AI personas are trained with different levels of "toughness" to match your skill level and learning goals. Whether you need a gentle introduction or a brutal reality check, Deposia adapts to challenge you appropriately.

Challenging Sessions

When you're ready for the real deal, our AI can simulate:

  • • Evasive witnesses who dodge every question
  • • Hostile opposing counsel who object constantly
  • • Impatient judges who interrupt frequently
  • • Complex expert witnesses with technical jargon

Supportive Sessions

When you're building confidence, our AI provides:

  • • Cooperative witnesses who answer directly
  • • Patient judges who allow full arguments
  • • Reasonable opposing counsel
  • • Clear, straightforward testimony

Dual-Metric Feedback Training

Our feedback system is trained on two critical dimensions that separate good lawyers from great ones: content quality and delivery effectiveness. This isn't generic feedback—it's expert-level analysis.

Content Analysis

Trained on successful legal arguments to evaluate:

  • • Logical structure and flow
  • • Use of evidence and precedent
  • • Legal reasoning accuracy
  • • Question strategy effectiveness

Delivery Assessment

Analyzed from top-performing attorneys to measure:

  • • Confidence and authority
  • • Pacing and clarity
  • • Response to objections
  • • Professional presence

Continuous Learning & Optimization

Our model doesn't just learn once—it continuously improves. Every practice session provides data that helps us refine our AI's understanding of effective legal communication and realistic courtroom dynamics.

This means Deposia gets smarter over time, providing increasingly sophisticated scenarios and more nuanced feedback that reflects the evolving landscape of legal practice. You're not just practicing with AI—you're practicing with AI that learns from the best legal minds and real courtroom experiences.

Privacy & Security

All training data is anonymized and processed in compliance with legal and ethical standards. Your practice sessions remain private and are never used to train our models without explicit consent.