Data-Driven AI Product Services for FinTech

Data-Driven AI Product Services for FinTech

Products & Services
Data-Driven AI Product Services for FinTech
Data-Driven AI Product Services for FinTech
Data-Driven AI Product Services for FinTech
Data-Driven AI Product Services for FinTech
Data-Driven AI Product Services for FinTech
Data-Driven AI Product Services for FinTech
Data-Driven AI Product Services for FinTech
Data-Driven AI Product Services for FinTech

Information

At MarsDevs, we specialize in building intelligent, compliant, and scalable AI products for FinTech businesses—from early-stage disruptors to established institutions. 🔹 Data Engineering & Infrastructure Design secure data pipelines to ingest, clean, and unify data from CRMs, bank APIs, credit bureaus, and transaction systems. Build real-time ETL/ELT with Airflow, Kafka, and data lakes (BigQuery, Snowflake). 🔹 ML Models for FinTech Intelligence Custom models for: • Credit Risk Scoring • Loan Default Prediction • Fraud Detection & Anomaly Detection • Customer Segmentation & LTV Forecasting • Investment Advisory / Robo-advisors 🔹 LLM + RAG for Financial Knowledge Deploy GenAI copilots to answer customer queries, analyze documents (policies, contracts, term sheets), and extract insights from historical financial data using secure vector DBs (Pinecone, Milvus). 🔹 Agentic Workflows for Ops Automation Build multi-agent systems for use cases like: • Underwriting & Eligibility Checks • KYC/AML Compliance Review • Real-time Report Generation (P&L, Statements) 🔹 MLOps & Model Lifecycle Management CI/CD for ML, model versioning, audit logs, drift detection, feedback loops, and retraining—built on GCP, AWS, or hybrid setups with containerization (Docker, SageMaker, K8s). 🔹 Compliance & Data Governance PIPEDA, GDPR, and SOC2-aligned data flows. We implement: • PII masking & encryption • Consent & usage tracking • Explainable AI (SHAP, LIME) for model transparency 🔹 AI-first Interfaces & APIs Conversational interfaces for customer support, internal tools for agents/advisors, and developer-friendly APIs to embed intelligence in your product stack. ⸻ 🎯 Use Cases We’ve Delivered in FinTech • GenAI-powered policy Q&A bot • Multi-agent system for bid analysis • Credit scoring model with retraining loop • Document parser for underwriting automation Let’s build FinTech AI that’s not just smart—but secure, scalable, and regulation-ready.

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