Topic Clusters
AI-powered semantic clustering groups your keywords into meaningful topics. Build the pillar-cluster content structures that Google rewards with higher rankings and topical authority.
Without Topic Clusters...
Your content is a scattered collection instead of a strategic moat.
No content strategy structure
Most sites have hundreds of pages with no organizing principle. Google can't determine your topical authority.
Random content creation
Without cluster mapping, teams create content ad-hoc, missing gaps and duplicating topics unknowingly.
Missing topical authority
Google's algorithms favor sites that demonstrate deep topical coverage. Scattered content can't compete with organized competitors.
Semantic Topic Map
Bubble visualization showing cluster size, authority score, and growth trends.
AI-Powered Content Intelligence
Seven tools to build topical authority strategically.
AI Keyword Mapping
384-dimension embeddings cluster keywords by semantic similarity, not just string matching. Powered by MiniLM-L6-v2.
Authority Scoring
Each cluster gets an authority score based on content depth, keyword rankings, and competitive coverage.
Growth Trends
Track how each cluster's aggregate clicks, impressions, and position change over time.
Top Queries per Cluster
See which keywords drive the most traffic to each topic cluster, sorted by impressions.
Content Suggestions
AI-generated content ideas to fill gaps in your cluster coverage and strengthen topical authority.
Content Gap Detection
Identify topics your competitors rank for that you haven't covered yet, organized by cluster.
Period Comparison
Compare cluster performance across time periods to measure the impact of your content strategy.
Drill into Cluster Data
Keyword Mapping
Visualize which keywords belong to which topic clusters with semantic proximity.
Authority Scoring
Measure topical authority per cluster with composite depth/ranking/CTR scores.
Content Gaps
AI-identified subtopics you haven't covered yet, organized by potential impact.
From Keywords to Strategy in Four Steps
Semantic Embedding
Every keyword from your GSC data gets a 384-dimensional vector embedding capturing its semantic meaning.
Automated Clustering
Qdrant vector search groups semantically similar keywords into topic clusters automatically.
Authority Scoring
Each cluster is scored on content depth, ranking distribution, and click-through performance.
Gap Analysis
AI identifies missing subtopics within each cluster and suggests content to fill the gaps.
Vector-Based Semantic Clustering
We use state-of-the-art NLP models — not simple keyword matching.
Build a Complete Content Strategy
Build Topical Authority with AI
Start clustering your content in minutes. No credit card required.