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모든 쿠키 허용

Topical Cluster Generator: Structure Your Content Without Cannibalization

Scattered articles confuse Google and AI about what you actually master. The Topical Cluster Generator groups your keywords into clean clusters and removes duplicates before you publish, so every page attracts new visitors instead of competing with another.

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+5,000
사용자
Topical Cluster Generator

15,000+
SEO 문제 해결

2,000,000+
유기적 방문자 추가

45,000+
AI 방문자 생성

Topic overview in the Sorank Topical Cluster Generator

Your competitors already own entire topics, not just keywords

Competitors who rank consistently rarely win on a single article. They cover a whole topic with interlinked pages that reinforce each other, which is exactly what an aggregated competitor ranking across your GEO analyses reveals.

Without that structure, your own content stays scattered, and the Topical Cluster Generator is what turns isolated keywords into the same kind of topic coverage.

The Topical Cluster Generator starts from real keyword data

Clusters are not built from a random brainstorm. They start from the same keyword data Sorank already pulls from your competitors and your own website, the same pool used in Keyword Research.

This keeps every cluster grounded in actual search demand instead of topics that sound good but attract no traffic.

Cluster comparison table in the Sorank Topical Cluster Generator
Generated topical clusters in the Sorank dashboard

Anti-cannibalization keeps every cluster clean

Each cluster groups its keywords by silo, filterable by difficulty, and checks for overlap before anything gets added. If two keywords would push you to compete with yourself, Sorank catches it inside the cluster, not after you have already published two competing pages.

You end up with clusters built to grow your authority on a topic, not clusters quietly fighting each other in the search results.

압도적인 성공 사례

바쁜 기업가들의 성과

Google Search Console graph showing daily clicks and impressions rising from April 2025 to March 2026.Graph showing total clicks 39.5K and impressions 4.01M with 1% CTR and 8.6 average position.Line chart showing total clicks and impressions from Feb to Nov 2025 with a sharp rise in Nov.Graph showing daily total clicks and impressions rising over time, with clicks near 142K and impressions 7.91M.Graph showing rising total clicks and impressions over time with 143K clicks and 2.64M impressions.Line graph showing daily total clicks and impressions rising from December 24, 2025 to February 6, 2026.Line graph showing clicks and impressions from Feb 2025 to May 2026 with clicks rising sharply after Feb 2026.Line graph shows growth in clicks and impressions from May to September 2025 with daily data points.Graph showing rising daily total clicks and impressions from April 2025 to May 2026 with data highlights.SEO chart showing 28.6K clicks and 801K impressions with daily trends from 2/13/25 to 5/22/26.Graph showing daily total clicks and impressions from 4/18/26 to 6/7/26 with clicks at 7.49K and impressions 1.36M.Google Search Console chart showing 18.1K clicks, 1.11M impressions, 1.6% CTR, and 15.9 average position.Line graph showing daily clicks rising to 7.62K and impressions to 294K over time from Nov 25 to Mar 26.Line chart of daily clicks and impressions with 111K clicks and 4.26M impressions total.Line chart showing 3.18M clicks and 108M impressions with a spike between 3/9/26 and 6/6/26.

작동 방식

What is a topical cluster and why does it matter?

Pull keywords from your competitors and your site

Sorank gathers keywords from competitors cited by AI and top-ranking sites in your niche.

How does anti-cannibalization work inside a cluster?

Group them automatically into clusters

Keywords are organized into themed silos that reveal what content you are missing.

Where do the keywords inside each cluster come from?

Check for cannibalization before you publish

Every cluster is checked for overlap so no two pages end up competing for the same query.

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저는 제 SEO 에이전시를 운영하며 고객들에게 100만 유로 이상의 매출을 창출해 주었습니다. 이제 저는 그 동일한 성과를 대규모로 구현하기 위해 Sorank를 만들었습니다.

수년간 비즈니스 규모를 확장해 오면서, 저는 구글 검색 순위 와 새로운 생성형 엔진 최적화(GEO) 분야에 대해 제가 알고 있는 모든 지식을 이 소프트웨어에 직접 코딩했습니다.

Sorank는 단순한 도구가 아닙니다. 저의 모든 검색 전문 지식이 귀사를 위해 자동으로 실행되는 시스템입니다.
티보 베송-마들랭 (Thibault Besson-Magdelain)

Sorank 창립자

Sorank company GEO and SEO optimisation software

자주 묻는 질문

What is a topical cluster and why does it matter?

A topical cluster is a group of related keywords organized into a silo that together demonstrate deep coverage of one subject, instead of isolated articles competing for attention. Search engines and AI models both rely on this kind of structure to judge whether a site genuinely masters a topic. Building clusters instead of random articles makes your authority compound instead of scatter. It is one of the strongest foundations for consistent rankings across an entire theme, not just single keywords.

How does anti-cannibalization work inside a cluster?

Before any keyword joins a cluster, Sorank checks it against the keywords already grouped there to detect overlap. If two terms would lead to two pages targeting essentially the same query, the conflict is flagged inside the cluster, before you publish anything. This prevents your own pages from competing against each other in Google's results. It runs automatically every time a cluster is built or updated. The result is a structure where every page strengthens the others instead of splitting your ranking potential.

Where do the keywords inside each cluster come from?

The same place as your broader Keyword Research: your competitors, your own website data and the GEO analyses Sorank runs across AI models. This means every cluster is grounded in real demand, not a manual brainstorm. You can filter clusters by keyword difficulty to prioritize what to tackle first. Once a cluster is ready, it slots directly into your content calendar for production.

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