GEO Competitive Visibility Tracker

GEO Competitive Visibility Tracker is a TypeScript control plane for tracking competitor answer-surface visibility, citation share, and query coverage across strategic prompts.

It focuses on the competitive visibility problem most teams blur together:

• which prompts you already lead
• which prompts are still contested
• which prompts competitors still own outright
• which surface investments would improve your GEO share fastest

Routes

• / overview dashboard
• /query-board query-by-query review lane
• /competitors competitor pressure board
• /surface-lanes content and proof investment lanes
• /verification current visibility proof
• /docs route and payload reference

What this repo proves

• GEO should be measured prompt-by-prompt, not only at the domain level
• competitive pressure often comes from stronger examples, comparisons, and proof surfaces
• missing and contested visibility lanes should map back to concrete publishing work
• answer-surface share is more useful when it aligns with commercial and operator intent

Screenshots

Local development

cd geo-competitive-visibility-tracker
npm install
npm run dev

Validation

• npm run build
• npm run test
• npm run demo
• npm run smoke
• npm run render:assets