Monroya
Checks how often — and how accurately — ChatGPT, Claude, Gemini, and Perplexity mention your company when someone asks about your category, then tells you what to fix if the answer is "not often enough."
🔗 Visit MonroyaDescription
B2B buyers increasingly ask AI chatbots for product recommendations instead of just Googling, and a company that doesn't show up (or shows up with wrong information) in those answers is invisible to a growing share of its market — with no easy way to check that today. Monroya monitors a company's presence across the major AI assistants, scores that visibility against each stage of the buyer journey (Discovery, Evaluation, Decision), and turns the gaps into a ranked list of concrete actions.
It runs automated weekly scans (plus manual scans on demand), fact-checks its own findings against real sources before suggesting content drafts (to avoid recommending you publish something that's itself wrong), analyzes competitor visibility gaps, mines Reddit for relevant discussion signals, and includes a prompt-improvement engine that rewrites underperforming prompts to test what content changes actually move the needle.
💬 Our review
The short version: Monroya is a purpose-built tool for a genuinely new problem — being invisible or misrepresented in AI chatbot answers — and it's worth it if AI-assisted buyer research is a meaningful part of how your prospects find vendors.
This "AI visibility monitoring" category barely existed before 2025, so there isn't a long-established competitor set the way there is for SEO tools — the closer comparisons are newer entrants like Monroya's own direct competitors rather than legacy SEO suites, which mostly don't track LLM-specific citations yet. At $79-299/month depending on tier, it's priced like a mid-market marketing tool, not a budget add-on, so it makes most sense for growth-stage B2B SaaS companies where a single enterprise deal justifies the spend. The hallucination-checking step before suggesting content is a meaningful trust signal versus a tool that might otherwise recommend publishing unverified claims. Worth the investment if your buyers genuinely research via AI chat; skip it if your sales motion doesn't depend on organic discovery at all.
📊 Global score
🤖 AI-enriched data
Starter $79/mois, Growth $199/mois, Intelligence $299/mois ; -17% en annuel ; essai gratuit 7 jours
Pros
Surveillance multi-plateformes (ChatGPT, Claude, Gemini, Perplexity)
Score par étape du parcours acheteur
Brouillons de contenu vérifiés contre les faits avant suggestion
Analyse des écarts de visibilité face aux concurrents
Cons
Catégorie très récente, peu de recul sur l'efficacité long terme
Prix orienté équipes marketing établies, pas un outil d'appoint bon marché
Aucune présence GitHub ni date de fondation trouvée
