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Description

Lettertrace is a platform designed for open-source AI visibility monitoring that tracks the frequency with which AI models like Claude, ChatGPT, Gemini, and Google AI Overviews mention and endorse specific brands. Users input the topics their customers frequently inquire about, and the platform efficiently creates diverse natural prompts to observe how AI assistants respond to these queries. Each monitoring session generates valuable data points, enabling teams to assess visibility, prominence, sentiment, and share of voice related to various topics and models over time. Additionally, competitor analysis reveals how often competing brands are referenced, which entities are recommended by AI, and how a particular brand stacks up against its rivals. The generated reports transform raw AI responses into essential metrics that AEO and GEO teams rely on, such as brand visibility, share of voice, sentiment analysis, recommendations, and competitive standings. By offering scheduled monitoring options on a daily or weekly basis, the platform helps create actionable trend lines, while its multi-model analysis capability allows for a side-by-side comparison of results from different AI answer engines, providing a comprehensive view of brand performance. This multifaceted approach equips brands with the insights necessary to refine their strategies in an increasingly competitive marketplace.

Description

Monroya assists B2B and SaaS enterprises in monitoring and enhancing the way AI models like ChatGPT, Claude, Gemini, and Perplexity present and recommend them to potential customers. As the influence of AI assistants grows in buyer research, Monroya meticulously analyzes visibility throughout the Discovery, Evaluation, and Decision phases of the purchasing process—not through a single combined score, but via a detailed examination that reveals precisely where a company excels or falls short compared to its competitors. Each prompt is evaluated multiple times for each AI model to mitigate response inconsistencies. The platform features an accessible AI-readiness assessment that requires no registration, a prioritized queue of opportunities that lists actionable improvements, a Reddit Gaps tool that identifies discussions where competitors are highlighted but the company is absent, and continual rescans to verify the effectiveness of specific adjustments. This innovative solution was developed independently by a marketing expert with 25 years of experience, leveraging AI-assisted technologies to fine-tune the process. Monroya is committed to empowering companies to navigate the complexities of the AI landscape effectively.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

ChatGPT
Claude
Gemini
Google AI Overviews
Perplexity

Integrations

ChatGPT
Claude
Gemini
Google AI Overviews
Perplexity

Pricing Details

Free
Free Trial
Free Version

Pricing Details

$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 Trial
Free Version

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Vendor Details

Company Name

Lettertrace

Country

United States

Website

lettertrace.com

Vendor Details

Company Name

Monroya.ai

Founded

2026

Country

United States

Website

www.monroya.ai

Product Features

Alternatives

Alternatives