Adapt Labs

Adapt Labs is Splitifi’s research and intelligence division. It is the layer underneath everything – the infrastructure that makes the platform accurate, jurisdiction-specific, and impossible to replicate quickly.

What We Built

Before we wrote a single user-facing feature, we spent years solving the data problem. Family law generates millions of court records every year. None of it was structured, searchable, or usable as training data. We built the pipeline to change that.

The result is a proprietary dataset of 11.2 million court outcomes, spanning 3,000+ counties across 51 jurisdictions in the United States and three international markets. Every record feeds a growing library of 1,132 trained machine learning models – 1,070 in active production.

The Data Model Library

Adapt Labs covers 10+ legal verticals. Family law is the core, but the infrastructure extends across the full spectrum of civil and criminal practice:

• Family law – child support, spousal support, property division, custody, settlement
• Criminal defense and prosecution outcomes
• Employment and labor law
• Intellectual property litigation
• Securities and financial disputes
• Healthcare and medical malpractice
• Appellate outcomes and reversal patterns
• Antitrust and regulatory enforcement
• Tax and estate litigation
• Behavioral and psychological pattern modeling

Model Accuracy

The models are jurisdiction-specific, not generic. They are trained on real court records from the counties and judges that matter for each case – not on aggregated national data that averages away the variation that actually drives outcomes.

• Child support prediction: R² = 99.9%
• Spousal support prediction: R² = 88.8%
• Settlement amount prediction: MAE = $18,420

Validated March 2026. 6 patents pending covering the core methodology.

Judge Intelligence

16,302 verified judge profiles across the United States. 6,251 with full behavioral analytics. For each judge with sufficient case history, the system builds a predictive profile: ruling tendencies, factor weighting, deviation from jurisdictional norms, and outcome distributions across case types.

This is not court data scraped from a website. It is structured intelligence built from primary source records, case by case.

The Compounding Advantage

Every case that runs through the platform adds to the training set. Every additional judge profile sharpens the predictions. The infrastructure compounds in a way that a competitor starting today cannot replicate – the gap widens with time, not narrows.

Work With Adapt Labs

Adapt Labs engages with law firms, courts, bar associations, research institutions, and enterprise buyers on data partnerships, API access, and custom intelligence projects. For partnership and research inquiries, use the contact page.