Table Analyzer combines statistical modeling, visualization, and summaries into a single workflow built around tabular data. It supports multiple responses and stratification in one run, generates analysis-appropriate plots automatically, and produces publication-ready tables and figures directly from the results. The focus is on minimal clicks, consistent outputs, and reproducible statistical reporting.