AI for Banking & Financial Services
From service design and AI strategy to churn prevention models and Generative AI assistants — we help banks and financial institutions unlock measurable value with AI.
We combine deep financial services domain expertise with hands-on AI engineering. Our team has designed AI strategies for major retail banks, built RAG systems for global financial institutions, and developed predictive models that drive real business outcomes.
Identify Where AI Creates the Most Value
Before building anything, you need to know where AI fits. We work with bank leadership to map operations, assess data maturity, and identify the highest-impact AI use cases — from customer acquisition and retention to credit risk and internal operations. Our strategy engagements combine stakeholder interviews, competitive analysis, and guerrilla testing to prioritize the right bets.
AI Strategy for Retail Banking
Designed a comprehensive AI strategy including competitive analysis, AI model recommendations, and a technology transformation roadmap. Led the customer team in developing models for Marketing and CRM — CLV prediction, behavioral targeting, A/B testing, and personalized recommendations. Most recommendations were implemented, and the bank formed an AI/Data Science team based on our guidance.
Read case studyBuild Churn Prevention, Risk Scoring & CLV Models
Banks generate vast amounts of transactional, behavioral, and demographic data. We help financial institutions turn this data into predictive models that reduce churn, improve credit decisioning, optimize pricing, and identify cross-sell opportunities. Our models are designed for production deployment with explainability built in — critical for regulated environments.
AI That Helps Employees and Customers Navigate Financial Services
Generative AI is transforming how banks interact with both employees and customers. For sales teams, we build AI assistants that help relationship managers understand complex product portfolios and match them to customer needs. For customers, we create intelligent chatbots and self-service tools that simplify navigation of financial products, answer policy questions, and guide through application processes — all while maintaining compliance and audit trails.
RAG Chatbot for Major Canadian Bank
Built a production-ready RAG system that enables intelligent question-answering across 3,200+ internal documents. The system uses Azure OpenAI with LangChain, supports multi-turn conversations, processes images embedded in documents, and is deployed as a containerized microservice ready for enterprise-scale operations.
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Andriy Milinevsky
Book a free 2-hour AI assessment for your bank
We'll map your highest-impact AI use cases across retail, risk, and operations — scored on feasibility, regulatory fit, and expected ROI. No cost, no commitment.