Text Mining Tool

A text mining tool that ingests unstructured text and produces structured signals to guide content, research, and optimization. It normalizes text, tokenizes, removes stopwords, and computes term frequencies, co-occurrence clues, and TF-IDF scores to surface the most informative terms. Optional 2- or 3-gram analysis helps reveal phrases that dominate discussions. The tool can handle multi-language inputs and returns data that is ready for integration into dashboards, reports, or content plans. Outputs include ranked keywords, frequency tables, and simple topic indicators that support SEO briefs and literature reviews. It is designed for writers, editors, marketers, and analysts who need repeatable, explainable signals from large text sets. Core differentiators are deterministic scoring, fast runtime, and clean, exportable data formats that support downstream workflows.