I’m building a focused AI solution that can ingest structured data—think SQL tables or Excel sheets—and turn it into clear, reliable forecasts and trend insights. The core of the project is predictive modeling and trend analysis; no natural-language or image work is in scope right now, just rock-solid data analysis. Here’s what I need you to create: • Data ingestion layer that cleanly pulls spreadsheets or database exports into the pipeline • Predictive modeling engine (Python, scikit-learn or similar) tuned for accuracy and speed • Trend-analysis module that surfaces seasonality, growth patterns, and anomalies • Lightweight reporting/dashboard output so the end user can interpret the results at a glance Deliverables are the well-documented source code, a sample notebook or script that demonstrates the workflow end-to-end, and brief setup instructions so I can reproduce the results on my own machine. Clean, maintainable code and clear comments are essential. If this first release goes smoothly, I may expand the scope later, but for now the mission is laser-focused on structured-data forecasting and trends.