AI in Consumer Finance

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Onity Group, a US mortgage servicer operating through PHH Mortgage Corporation and Liberty Reverse Mortgage, replaced its legacy OCR and AI/ML pipeline with an intelligent document processing solution on Amazon Bedrock that reduced document extraction costs by 50% and improved overall accuracy by 20%. Specific use cases reached 85% accuracy on credit report processing and 65% improvement on home appraisal checklist review, processing millions of pages across hundreds of mortgage document types annually from a West Palm Beach, Florida headquarters.

Klarna's OpenAI-powered customer service assistant, launched in February 2024, automated 67% of support chats and absorbed the workload of roughly 700 agents, saving an estimated $40M at launch and around $60M by Q3 2025, before a 2025 walk-back that reintroduced human agents for disputes and complex cases while keeping the AI handling 853 agents' worth of tier-1 work.

Autyn deployed LandingAI's agentic document-extraction platform to automate consumer-loan processing. Field-level accuracy rose to 94-98% on borrower documents (tax returns, paystubs, bank statements), reducing end-to-end income extraction from 1-2 hours to 1-3 minutes per file. The deployment has processed 500+ loan files and 3,000+ documents in production, saving loan officers 2-4 hours of manual work per file. Every extracted value carries a source tag and confidence score, routing low-signal fields to human review.

Klarna deployed an AI-powered customer service assistant that handles 66% of all customer service chats, equivalent to 700 full-time employees. The AI agent autonomously resolves queries related to order tracking, payment plans, refunds, and account management across Klarna's 150 million active consumers and 500,000 merchant partners in 45 countries.