How AI Empowers Entrepreneurs Rejected by Traditional Banks

The Challenge of Financial Exclusion

• 💡 Informal entrepreneurs in Latin America, despite running businesses for years, are often rejected by traditional banks due to lack of collateral and financial history.
• ⚠️ This financial exclusion forces many to rely on predatory lenders who charge exorbitant interest rates (e.g., 20% per week) and employ abusive practices.
• 💰 Being poor is expensive, as purchasing goods in small quantities or daily leads to higher overall costs, a problem exacerbated in the financial sector.

Leveraging "Invisible Data" with AI

• 🎯 The core problem identified is financial exclusion, not a lack of visibility for businesses.
• 📱 The opportunity lies in utilizing the data present on entrepreneurs' mobile phones to create a financial identity.
• 🧠 AI models can only predict based on existing data, necessitating the creation of new datasets from informal economies.

AI-Powered Credit Scoring

• 📊 Text messages (bill payments, recharges, digital wallet transactions) are analyzed using LLMs and machine learning to detect income, spending patterns, and available balances, acting as a form of open banking via telecom data.
• 📸 One-minute videos of businesses replace in-person risk officer visits, with computer vision analyzing stock, inventory, tone of voice, localization, and business potential.
• 🌐 Social media presence (Facebook, Instagram) is leveraged, using computer vision on images/videos and analyzing likes, comments, and engagement to gauge a business's probability of repayment.

Transforming the Financial System

• ✅ AI models can assess creditworthiness, determine loan amounts, repayment schedules, and interest rates in seconds, offering tailor-made credit solutions.
• 📈 Over three years, the approach has achieved accuracy levels above 0.83, serving over 26,000 entrepreneurs with models trained on 150,000+ data samples.
• 🚀 AI enables the informal sector to access loans from formal banking systems by building a live financial monitor of well-being, updated daily.
• ✨ AI, when designed with intention, becomes more than efficient; it becomes fair, seeing value where others see risk and enabling hyper-personalization of financial services.