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AEO Optimizer Pro vs Topical Map AI

Topical Map AI shows you the map. We tell you where you are and what to build next.

Topical Map AI generates visual cluster maps — it's excellent for understanding the shape of a topic and planning your content structure. AEO Optimizer Pro does the same and then anchors it to your real site: auditing your existing content, scoring cluster completion, sequencing the publish plan by authority impact, and scoring every page for AI citation potential. We're in early access. Join the waitlist.

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Getting Started
Accessible entry point
$7 one-time trial
Credit-based pricing
Purpose-built for topical authority
Cluster maps only
Existing site integration
Cluster Mapping
Topic cluster generation
Visual cluster map
Keyword-level cluster detail
Cluster completion scoring
Topical Authority Planning
Existing site audit → cluster map
GSC data integration
Prioritised publish sequence
Competitor gap analysis
AI Citation Optimisation
AEO Fit Score
AI answer engine guidance
AI visibility tracking
Planned
Execution & Workflow
Content analyzer
Export publish plan
One-click cluster plan
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What AEO Optimizer Pro is built to do.

Topical Map AI gives you the cluster structure. AEO Optimizer Pro gives you the full picture: what you already have, what's missing, what to build first, and how each page scores for AI citations.

The cluster plan. Anchored to your actual site.

Topical Map AI generates cluster structures — it shows you the shape of a topic. AEO Optimizer Pro generates the same cluster architecture and then maps it to your existing content, so you can see exactly what's covered, what's missing, and how far each cluster is from complete authority.

  • Full cluster structure generated from a single topic input.
  • Every existing URL mapped to the cluster — coverage gaps identified automatically.
  • Cluster completion score shows how far each topic is from full authority.
See topic cluster generator
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A sequenced plan. Not just a map.

A cluster map shows you what exists. AEO Optimizer Pro tells you what to build next. It sequences the missing pages in your cluster by authority impact — so you're always working on the piece that moves the needle most, not guessing from a diagram.

  • Every missing page ranked by authority impact.
  • GSC integration layers real ranking data onto your publish sequence.
  • Prioritised publish order that compounds authority fastest.
See Authority Gap Audit
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Score for AI citations. Not just topical coverage.

Topical Map AI is built for Google topical authority — it doesn't have an AEO layer. AEO Optimizer Pro scores every page in your cluster by its potential to be cited in ChatGPT, Gemini, and Perplexity — and gives actionable guidance to improve each score. Own your topic on Google and in AI answer engines.

  • AEO Fit Score for every page in your cluster plan.
  • Guidance on what makes content citation-worthy for AI engines.
  • Build for organic rankings and AI citations simultaneously.
See AEO Fit Score
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Early access — building now

The topical authority playbook is being rewritten. Be part of it.

AEO Optimizer Pro is in active development. Founding members get early access, a say in what gets built, and locked-in pricing at launch.

Founding members get early access  ·  Locked-in pricing

Got more questions?

Common questions about AEO Optimizer Pro vs Topical Map AI.

Topical Map AI generates visual topical cluster maps — it's great at showing you what a topic looks like as a hierarchy and helping you plan which pages to create. AEO Optimizer Pro does the same thing and then goes further: it audits your existing site to map what you already have, scores each cluster by completion percentage, layers in GSC ranking data, sequences your publish order by authority impact, and scores every page for AI citation potential. Topical Map AI shows you the map. AEO Optimizer Pro tells you where you are on it and what to build next.