How does SemanticOS decide which topics belong together?+
Topics are grouped by meaning, not by keywords that look alike. Every node hangs off your Central Entity through a specific attribute, sits in the Core or Outer section depending on how close it is to your source context, and carries a semantic distance score. Pillars come from the Semantic Field's pillar spine, so clusters follow one taxonomy instead of being invented per page.
What semantic SEO framework does SemanticOS use?+
An entity-first framework that models a topic the way a knowledge graph does: entities, their attributes and values, and the relationships between them. Each module loads a written doctrine skill (source context, entity and intent, query networks, EAV, topical maps, briefs and more), so its output follows explicit rules rather than improvised prompts.
How does SemanticOS determine search intent?+
Each node gets an intent type and funnel stage, informed by live SERP grounding (the pages that actually rank for that query) rather than guessed from the wording alone. Query Intent Topology maps the full intent landscape of a niche before the map is built, and the Intent Conflict detector flags any two nodes chasing the same intent.
How does SemanticOS identify entities and semantic relationships?+
Source Context research reads the niche and the top-ranking sites to find the entities they cover. You can edit that list. EAV Architecture then maps each entity's attributes, values and subject–predicate–object triples, and the topical map links nodes through those relationships. Advanced modules (Predicate Coverage, SPO Triple Auditor, KG Alignment) audit the result.
How does SemanticOS avoid duplicate topics and keyword cannibalization?+
Validation runs before the map can be finalized. The Cannibalization detector finds node pairs that would compete for one query, the Intent Conflict detector finds pairs that share an intent, and Semantic Duplication finds pages repeating the same macro context. Each issue gets a one-click fix (merge, differentiate or re-scope), and the counters update as you fix them.
Can I manually edit the generated topical map?+
Yes. You can edit any node's title, slug, intent, section, parent and keywords, add your own nodes, and lock nodes you've decided on so no regeneration or auto-fix can rename, move or delete them. Locked nodes are still analysed, so the validators keep warning you about real problems.
Does SemanticOS use search volume? Does it include zero-volume topics?+
Search volume is optional. Connect DataForSEO for real volumes, CPC and People Also Ask data. The map itself is built from coverage, not volume, so it deliberately includes low- and zero-volume topics when your entity needs them to be covered completely. Those pages often carry the context that helps your high-volume pages rank.
How does SemanticOS decide which topics I should publish first?+
Every node carries a priority sequence. Pillars and the Core section that define your entity come before the Outer section, and supporting pages come right behind their cluster so authority builds in a logical order. The Content Sequencer and Publishing Sprint (Agency) refine the order further, and you can export it as a publishing calendar.