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AI Search Visibility & Citation Tracker (AIO SaaS)

A dedicated SaaS platform that tracks brand mentions and keyword citations across major AI engines (ChatGPT, Perplexity, Claude). It helps marketers optimize their content for AI discovery and auto-generates AI-readable sitemaps.

Voir sur Reddit
Découvert 12 mai 2026

La douleur · Récit

You spend thousands of dollars and countless hours optimizing your website for traditional search engines, but you notice your traffic is slowly shifting. Users are increasingly asking AI chatbots for recommendations instead of Googling. Right now, you have absolutely zero visibility into whether ChatGPT, Perplexity, or Claude are citing your product for your target keywords. Traditional SEO tools leave you completely blind to this massive new acquisition channel, making it impossible to report on or improve your AI search presence.

Détail du score

Intensité du problème8/10
Volonté de payer8/10
Facilité de réalisation3/10
Durabilité7/10

Mise sur le marché

Utilisateur cible exact

Forward-thinking SEO agency owners and indie hackers who want to dominate the emerging 'AI Search Optimization' space.

Nombre d'utilisateurs estimé

~100K active SEO professionals and technical marketers globally.

Canal d'acquisition principal

Twitter dev/SEO community and Product Hunt launch focused purely on the 'AI SEO' angle.

Ancre de prix

$29/month

Premier jalon

Secure 50 paying users within 30 days of launching a beta that tracks 5 keywords across 3 AI engines.

Périmètre MVP · 1–2 semaines

Semaine 1
  • Define the core architecture for querying Perplexity and OpenAI APIs with specific keyword prompts.
  • Build a basic script to parse the LLM responses and detect specific URL or brand name citations.
  • Design a simple database schema to store daily citation rankings and historical changes.
  • Create a basic frontend dashboard using Next.js or React to display citation status.
  • Implement user authentication and basic subscription billing via Stripe.
Semaine 2
  • Develop the automated llms.txt generator that converts a user's sitemap into AI-readable markdown.
  • Integrate the LLM querying script with a cron job to run daily checks for user keywords.
  • Build a simple email alert system to notify users when they gain or lose an AI citation.
  • Refine the frontend UI to show visual trends of AI visibility over time.
  • Deploy the MVP to a cloud provider and prepare marketing assets for a beta launch.
Fonctions MVP: Automated keyword tracking across ChatGPT, Perplexity, and Claude. · Citation verification to ensure links to the user's site are actually being generated by the AI. · One-click generation and hosting of llms.txt and AI-optimized markdown sitemaps.

Différenciation

Solutions existantes
Traditional Monitoring Tools (Implicit)
Notre angle
There is a distinct lack of tools focused on 'AI SEO' (AIO) that track brand mentions across large language models and auto-generate AI-friendly sitemaps.

Pourquoi cela pourrait échouer

Auto-contre-argument — le signal de confiance le plus important

  1. 1Technical feasibility: Scraping consumer AI interfaces is notoriously difficult and against TOS, while official APIs may not yield the same search results.
  2. 2Inconsistent data: LLMs are non-deterministic, meaning a brand might be cited in one prompt but ignored in the exact same prompt five minutes later, frustrating users.
  3. 3Market timing: The concept of AI SEO might be too early for mainstream marketing budgets to justify a dedicated tool.

Résumé des preuves

Comment l'IA a synthétisé cet aperçu — pas de citations textuelles

Community members showed strong, specific interest in the concept of tracking artificial intelligence visibility, noting it as a rare and highly differentiated feature. The discussion highlighted that while traditional monitoring is saturated, the shift toward AI-driven product discovery has created a new, unaddressed anxiety for website owners who want to ensure their content is being indexed and cited by modern language models.

1 1 publication analysée1 1 canalAI · Synthétisé par IA · pas de citations

Plan d'Action

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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

AI Search Visibility & Citation Tracker (AIO SaaS)

Sous-titre

A dedicated SaaS platform that tracks brand mentions and keyword citations across major AI engines (ChatGPT, Perplexity, Claude). It helps marketers optimize their content for AI discovery and auto-generates AI-readable sitemaps.

Pour Qui

Pour SEO professionals, digital marketing agencies, and founders looking to optimize for AI-driven search.

Liste des Fonctionnalités

✓ Automated keyword tracking across ChatGPT, Perplexity, and Claude. ✓ Citation verification to ensure links to the user's site are actually being generated by the AI. ✓ One-click generation and hosting of llms.txt and AI-optimized markdown sitemaps.

Preuve Sociale

“Commenters noted a distinct lack of existing platforms that track artificial intelligence search visibility.”— Utilisateur Reddit, r/Product Hunt · saas

“The creator highlighted that customers are increasingly discovering products through artificial intelligence interfaces rather than traditional search.”— Utilisateur Reddit, r/Product Hunt · saas

Où Valider

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