Applied data & AI engineering

We forge systems that turn raw data into decisions.

CruzForge builds production AI and data platforms that turn enterprise data into predictive decisions. We combine Oracle APEX, PL/SQL data pipelines, machine-learning forecasting and generative AI to deliver operational intelligence, not static dashboards.

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Oracle APEX enterprise web applications PL/SQL ETL and data transformation Scikit-learn forecasting and predictive modelling Claude automated explanations and decision-support OCI / Autonomous DB production data infrastructure
One system, end to end

Every piece has a job and nothing calls out to an AI model without data to back it up.

SME profit & loss platform where Oracle owns the numbers, Scikit-learn forecasts what's next, and Claude only ever narrates what's already been verified.

FRONT END Oracle APEX Dashboard · Drilldowns · Forecasts DATA LAYER Oracle Database GL / P&L fact tables PL/SQL ETL · materialized views ATP / OCI FORECASTING Python Microservice Scikit-learn models Feature engineering FastAPI · containerized NARRATIVE AI Claude API Insight generation · variance explanation · grounded Q&A