MonroyaMonroya.ai
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About
Lettertrace is an open source AI visibility monitoring platform that measures how often Claude, ChatGPT, Gemini, and Google AI Overviews mention and recommend a brand. Users add the topics their buyers ask about, and the platform automatically generates natural prompt variations to monitor how AI assistants actually answer those questions. Every run becomes a datapoint, allowing teams to track visibility, prominence, sentiment, and share of voice per topic and model over time. Competitor benchmarking shows how often rival brands appear, which companies AI models recommend, and how a brand performs against each competitor. Reports turn raw AI answers into the metrics AEO and GEO teams need, including brand visibility, share of voice, sentiment, recommendations, and competitive performance. Scheduled monitoring can run daily or weekly to build actionable trend lines, while multi-model analysis makes it possible to compare results across answer engines side by side.
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About
Monroya helps B2B and SaaS companies track and improve how ChatGPT, Claude, Gemini, and Perplexity describe and recommend them to buyers. As AI assistants become a bigger part of buyer research, Monroya tracks visibility across the Discovery, Evaluation, and Decision stages of the buyer journey — not a single blended score, but a stage-by-stage breakdown showing exactly where a company wins or loses against named competitors. Each tracked prompt runs multiple times per AI model to account for response variance. The platform includes a free AI-readiness check (no signup), a prioritized opportunity queue with ranked, actionable fixes, a Reddit Gaps feature that finds threads where competitors are mentioned and the customer isn't, and ongoing rescans that confirm whether a specific fix actually moved the needle. Built solo by a 25-year marketing veteran using AI-assisted tools.
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
|
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Audience
Marketing and brand teams needing to monitor how AI assistants mention, recommend, and position their brand against competitors over time
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Audience
B2B marketing teams, growth/demand-gen marketers, and founders at startup/scale-up SaaS companies — people responsible for how their company shows up when buyers research vendors, especially at companies without a dedicated GEO/AEO specialist yet.
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Support
Phone Support
24/7 Live Support
Online
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Support
Phone Support
24/7 Live Support
Online
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API
Offers API
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API
Offers API
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Screenshots and Videos |
Screenshots and Videos |
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Pricing
Free
Free Version
Free Trial
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Pricing
$79/month
4-provider scanning (ChatGPT, Claude, Gemini, Perplexity)
Buyer Journey matrix Automated weekly scans Executive Briefing + share 15 tracked prompts 2 manual scans / month 15 AI drafts / month
Free Version
Free Trial
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Reviews/
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Reviews/
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Training
Documentation
Webinars
Live Online
In Person
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Training
Documentation
Webinars
Live Online
In Person
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Company InformationLettertrace
United States
lettertrace.com
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Company InformationMonroya.ai
Founded: 2026
United States
www.monroya.ai
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