AI-Powered Loans in the Caribbean:
Upstart, Rocket Loans, and What Comes Next

By Howard Williams

The global lending industry is being transformed by artificial intelligence. In the United States, platforms like Upstart and Rocket Loans have demonstrated that AI can approve better loans faster. In Jamaica, Credit Garden founder Adrian Dunkley proved this at the national scale, building an AI system at Jamaica's largest commercial bank that outperformed traditional lending. Now the Caribbean has its own AI credit infrastructure. This is how it works and what it means for you.

The Problem AI Lending Solves

Traditional credit scoring has a fundamental flaw: it only works well for people with extensive formal credit history. In the Caribbean, where millions of adults have thin credit files or no formal credit history at all, traditional models systematically exclude creditworthy people from access to finance.

A tourism worker in Barbados who has paid rent faithfully for 10 years but never had a credit card is invisible to a traditional credit bureau. A market vendor in Jamaica who has operated a profitable business for 20 years, all in cash, has no formal credit footprint. AI lending changes this equation by accessing alternative data signals and building more complete pictures of creditworthiness.

The Jamaica AI Lending Case Study

This is not theoretical. Credit Garden founder Adrian Dunkley, while serving as a senior data and AI executive at Jamaica's largest commercial bank, designed and built an AI intelligence system for evaluating unsecured loan applications across multiple economic sectors.

The sectors targeted included Tourism, Transport, and other areas significantly impacted during challenging economic periods. These were borrowers who traditional models might have flagged as higher risk due to sector volatility. The AI system assessed them differently, using alternative data signals and sector-specific economic modeling to build accurate credit pictures.

Upstart: The US AI Lending Pioneer

Upstart is a US AI lending platform that went beyond traditional FICO scoring by incorporating education, employment history, and career trajectory into its credit model. The results were compelling: Upstart approved more borrowers, including traditionally underserved groups, while maintaining lower default rates than FICO-only lenders.

Upstart demonstrated a key principle: that AI lending with the right data inputs is both more inclusive and more accurate than traditional methods. This principle is exactly what Credit Garden applies to the Caribbean context.

Rocket Loans and the Speed Revolution

Rocket Loans (part of the Rocket Companies ecosystem) demonstrated that AI could deliver personal loan decisions in minutes with a fully digital application experience. The Rocket model showed that removing friction from the application process, while maintaining credit quality through AI, significantly expands access to credit.

Caribbean borrowers saw 850% growth in searches for "rocket loans" type products in 2025-26, reflecting a clear demand for faster, more accessible lending. Digital infrastructure and AI underwriting are making this possible across the Caribbean.

World Models: The Technology Behind Credit Garden

The most technically sophisticated element of Credit Garden's AI approach is the application of World Models to Caribbean credit scoring. Adrian Dunkley spent over 10 years researching World Models, a class of AI framework that allows accurate predictions in environments with limited data.

Traditional machine learning needs large, dense datasets to train accurate models. In the Caribbean, where credit bureau data is sparse for millions of citizens, standard AI approaches fail. World Models solve this by building richer internal representations of economic reality that allow accurate assessments even with minimal input data.

This research is why Credit Garden can assess the creditworthiness of a first-time borrower in rural Jamaica, or an informal economy worker in Guyana, with accuracy that no imported scoring model can match.

What AI Lending Means for Caribbean Borrowers in 2026

• More approvals: AI identifies creditworthy borrowers that traditional models reject due to thin files.
• Fairer assessments: AI calibrated to local economies does not penalize Caribbean workers for lower wages relative to US benchmarks.
• Faster decisions: AI underwriting delivers approval decisions in minutes, not days.
• Better rates over time: As AI-built credit history accumulates, borrowers gain access to progressively better terms.
• Financial inclusion: AI expands the addressable credit market in the Caribbean, bringing formal finance to communities previously excluded.