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92score
r/Entrepreneur
Tiered SaaS subscription based on number of queries/keywords tracked
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AEO/GEO Brand Visibility Tracker

A B2B SaaS platform that automates the tracking of brand visibility across major LLMs (ChatGPT, Perplexity, Gemini). It categorizes AI responses into 'mentioned', 'recommended', and 'cited', smoothing out non-deterministic swings to give marketers actionable week-over-week metrics.

Voir sur Reddit
Découvert 9 mai 2026

Détail du score

Intensité du problème9/10
Volonté de payer9/10
Facilité de réalisation4/10
Durabilité8/10

Différenciation

Notre angle
There is a massive gap for a dedicated AEO (AI Engine Optimization) analytics platform that treats LLMs as search engines, specifically categorizing visibility into mentions, recommendations, and citations while smoothing out session-to-session variance.

Voix de la communauté

Citations réelles de commentaires Reddit qui ont inspiré cette opportunité

  • “AI recommendation systems feel much more unstable and opaque than traditional SEO”
  • “no pattern at all”
  • “AI recommendations feel more like trying to reverse engineer a raccoon with internet access.”
  • “recommendations swung wildly week to week”
  • “data's still messy”
  • “the real issue is none of these platforms explain how they rank sources.”
  • “The part most people skip is logging the same prompts consistently over time.”
  • “tracked it manually for 3 months is kinda insane”

Plan d'Action

Validez cette opportunité avant d'écrire du code

Prochaine Étape Recommandée

Construire

Signaux de demande forts. Vraie douleur et volonté de payer détectées — commencez à construire un MVP.

Kit de Textes pour Landing Page

Textes prêts à coller, basés sur le langage réel de la communauté Reddit

Titre Principal

AEO/GEO Brand Visibility Tracker

Sous-titre

A B2B SaaS platform that automates the tracking of brand visibility across major LLMs (ChatGPT, Perplexity, Gemini). It categorizes AI responses into 'mentioned', 'recommended', and 'cited', smoothing out non-deterministic swings to give marketers actionable week-over-week metrics.

Pour Qui

Pour SEO professionals, digital marketers, and SaaS founders

Liste des Fonctionnalités

✓ Automated weekly query tracking across multiple LLMs ✓ Categorization of visibility (Mention vs. Recommendation vs. Citation) ✓ Data smoothing algorithms to filter out hallucination noise ✓ Competitor position tracking

Preuve Sociale

“AI recommendation systems feel much more unstable and opaque than traditional SEO”— Utilisateur Reddit, r/r/Entrepreneur

“no pattern at all”— Utilisateur Reddit, r/r/Entrepreneur

“AI recommendations feel more like trying to reverse engineer a raccoon with internet access.”— Utilisateur Reddit, r/r/Entrepreneur

“recommendations swung wildly week to week”— Utilisateur Reddit, r/r/Entrepreneur

“data's still messy”— Utilisateur Reddit, r/r/Entrepreneur

“the real issue is none of these platforms explain how they rank sources.”— Utilisateur Reddit, r/r/Entrepreneur

“The part most people skip is logging the same prompts consistently over time.”— Utilisateur Reddit, r/r/Entrepreneur

“tracked it manually for 3 months is kinda insane”— Utilisateur Reddit, r/r/Entrepreneur

Où Valider

Partagez votre landing page sur r/r/Entrepreneur — c'est exactement là que ces points de douleur ont été découverts.