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92pontuação
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.

Ver no Reddit
Descoberto 9 de mai. de 2026

Detalhe da pontuação

Intensidade da dor9/10
Disposição a pagar9/10
Facilidade de construção4/10
Sustentabilidade8/10

Diferenciação

Nosso diferencial
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.

Vozes da Comunidade

Citações reais de comentários do Reddit que inspiraram esta oportunidade

  • “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”

Plano de Ação

Valide esta oportunidade antes de escrever código

Próximo Passo Recomendado

Construir

Sinais de demanda fortes. Há dor real e disposição a pagar — comece a construir um MVP.

Kit de Textos para Landing Page

Textos prontos para colar, baseados na linguagem real da comunidade Reddit

Título Principal

AEO/GEO Brand Visibility Tracker

Subtítulo

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.

Para Quem É

Para SEO professionals, digital marketers, and SaaS founders

Lista de Funcionalidades

✓ 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

Prova Social

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

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

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

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

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

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

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

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

Onde Validar

Compartilhe sua landing page no r/r/Entrepreneur — é exatamente lá que esses pontos de dor foram descobertos.