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92pontuação
r/Entrepreneur
SaaS subscription
Build

LLM Citation Tracker & Source Analyzer (AEO SaaS)

A rank-tracking SaaS for the AI era. Users input their brand, competitors, and target keywords. The tool queries ChatGPT, Gemini, and Perplexity, tracks 'Share of Voice', and extracts the exact source URLs the LLMs used to generate their answers.

Ver no Reddit
Descoberto 30 de abr. de 2026

Detalhe da pontuação

Intensidade da dor9/10
Disposição a pagar9/10
Facilidade de construção5/10
Sustentabilidade7/10

Diferenciação

Soluções existentes
RunableGain Solutions
Nosso diferencial
There is a massive gap for a 'Semrush/Ahrefs for LLMs'—a unified dashboard that tracks brand visibility across ChatGPT, Perplexity, and Gemini, and tells businesses exactly which third-party URLs they need to get mentioned on to improve their AI share of voice.

Vozes da Comunidade

Citações reais de comentários do Reddit que inspiraram esta oportunidade

  • We used to spend around $5k per month on Google ads.
  • Most of the time our competitors are showing up here but not us.
  • You can't optimize for LLMs the way you optimize for Google. There's no keyword bidding equivalent.
  • LLMs are heavily trained on Reddit, Quora, G2, Trustpilot, industry publications
  • There are actually AEO tools that will show you what sources the LLMs are citing for the topics you care about.
  • If your competitors' brand names appear in 50 Reddit threads answering questions in your space and yours appears in 5, that's the gap.

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

LLM Citation Tracker & Source Analyzer (AEO SaaS)

Subtítulo

A rank-tracking SaaS for the AI era. Users input their brand, competitors, and target keywords. The tool queries ChatGPT, Gemini, and Perplexity, tracks 'Share of Voice', and extracts the exact source URLs the LLMs used to generate their answers.

Para Quem É

Para B2B marketers, SEO agencies, and business owners who previously relied heavily on Google Ads.

Lista de Funcionalidades

✓ Automated daily querying of target keywords across major LLMs ✓ Brand vs. Competitor 'Share of Voice' dashboard ✓ Citation extraction: A list of all URLs the LLM referenced when recommending competitors ✓ Historical tracking of AI visibility over time

Prova Social

We used to spend around $5k per month on Google ads.— Usuário do Reddit, r/r/Entrepreneur

Most of the time our competitors are showing up here but not us.— Usuário do Reddit, r/r/Entrepreneur

You can't optimize for LLMs the way you optimize for Google. There's no keyword bidding equivalent.— Usuário do Reddit, r/r/Entrepreneur

LLMs are heavily trained on Reddit, Quora, G2, Trustpilot, industry publications— Usuário do Reddit, r/r/Entrepreneur

There are actually AEO tools that will show you what sources the LLMs are citing for the topics you care about.— Usuário do Reddit, r/r/Entrepreneur

If your competitors' brand names appear in 50 Reddit threads answering questions in your space and yours appears in 5, that's the gap.— 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.