
Data-Driven AI Product Services for FinTech
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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.
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🎯 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.
