PayPredict AI

Intelligent Customer Payment Prediction Platform

PayPredict AI is an AI-powered predictive analytics solution that forecasts customer payment behavior, identifies potential delays or defaults, and helps businesses improve cash flow and collections planning.

Built on Azure Machine Learning, Azure Databricks, and Microsoft Fabric, PayPredict AI automates data ingestion, cleansing, feature engineering, and model training — providing real-time payment predictions and actionable insights to Finance, Sales, and Collection teams.

Orchestration & Ingestion

Azure Data Factory

Data extraction from ERP/CRM/Excel/APIs

Transformation & Feature Engineering

Azure Databricks (PySpark, Pandas)

Cleansing, feature creation, aggregation

Modeling

Azure Machine Learning / Databricks MLlib

Classification (On-time / Late / Default)

Storage & Governance

Microsoft Fabric / SQL

Stores predictions, logs, metadata

Visualization & Insights

Power BI / Fabric Analytics

Dashboards, trend analysis, early warnings

Automation

Logic Apps / Power Automate

Trigger payment reminders, alerts, workflows

Business Benefits

Improved Cash Flow - Accurate payment forecasting supports liquidity planning

Proactive Collections - Early alerts enable focused follow-up on high-risk customers

Automation - Reduces manual effort in payment tracking and aging reports

Actionable Insights - Predictive dashboards for finance and sales teams

Continuous Learning - Models retrain as new data and behaviors evolve

Enterprise-Ready - Built on Azure with governance, security, and scalability