TopicsToTalkAbout

The tool creates visual topical maps that display entities, concepts and their relationships for any given subject. It extracts semantic statistics such as node and edge counts, density and central hubs, and presents linked topics, ideas and sub‑topics in a structured outline. Users can explore the map by zooming, click items to re‑center on a term, and export the map as PDF or PNG.

It also provides detailed entity context, showing top predicates and example sentences, along with word statistics that list frequent words and multi‑word phrases from headings, lead text, infoboxes and body content. RDF‑like triples are extracted with confidence scores and source references, and concept neighborhoods highlight clusters of related themes while “bridges” reveal narrow connectors between clusters.

The application is aimed at writers, content strategists, SEO professionals, marketers and creators who need to map a topic comprehensively, identify semantic gaps and plan deeper, more connected content.