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What is Monroya?

Monroya provides support to B2B and SaaS businesses in evaluating and improving the way AI models such as ChatGPT, Claude, Gemini, and Perplexity engage with and recommend services to prospective clients. With the rising prominence of AI assistants in buyer research, Monroya conducts a thorough analysis of visibility across the Discovery, Evaluation, and Decision phases of the buying journey, focusing not on an aggregate score but on a nuanced assessment that highlights areas of strength and weakness compared to competitors. Each prompt undergoes multiple evaluations for each AI model to ensure consistency in responses. The platform includes a user-friendly AI-readiness assessment that does not require any sign-up, a prioritized list of actionable enhancements, a Reddit Gaps tool that pinpoints discussions where competitors are mentioned but the company is not, and ongoing rescans to assess the success of implemented changes. This forward-thinking solution was crafted by a marketing professional with 25 years of expertise, utilizing AI-driven technologies to optimize the evaluation process. Monroya is dedicated to equipping businesses with the tools necessary to successfully navigate the intricate AI landscape, ensuring they can leverage insights for strategic advantage. Moreover, by focusing on continuous improvement and real-time analysis, Monroya fosters an environment where companies can adapt and thrive in an ever-evolving market.

What is Lettertrace?

Lettertrace serves as a comprehensive platform for monitoring the visibility of open-source AI, specifically tracking how often prominent AI models like Claude, ChatGPT, Gemini, and Google AI Overviews mention and promote various brands. Users can enter topics that are commonly of interest to their customers, allowing the platform to generate a wide range of natural prompts that examine AI assistants' responses to these inquiries. Each session of monitoring yields essential data points, empowering teams to evaluate visibility, prominence, sentiment, and share of voice concerning different subjects and AI models over time. Furthermore, the platform includes competitor analysis, which highlights how frequently rival brands are mentioned, which entities receive AI recommendations, and how a specific brand compares to its competitors. The reports produced convert raw AI interactions into crucial metrics that AEO and GEO teams depend on, such as brand visibility, share of voice, sentiment assessments, recommendations, and competitive standings. With options for daily or weekly monitoring, the platform aids in establishing actionable trend lines, and its capability for multi-model analysis allows users to compare results from various AI answer engines side by side. This thorough methodology equips brands with the vital insights needed to adjust their strategies effectively within a rapidly evolving marketplace, ensuring they remain competitive and responsive to consumer needs. By leveraging these insights, brands can better anticipate market shifts and enhance their engagement with customers.

Media

Media

Integrations Supported

ChatGPT
Claude
Claude Duet
Claude for Legal
Gemini
Perplexity

Integrations Supported

ChatGPT
Claude
Claude Duet
Claude for Legal
Gemini
Google AI Overviews

API Availability

API Availability

Pricing Information

$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 Offered?

Pricing Information

Free
Free Version

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub

Company Facts

Organization Name

Monroya.ai

Date Founded

2026

Company Location

United States

Company Website

www.monroya.ai

Company Facts

Organization Name

Lettertrace

Company Location

United States

Company Website

lettertrace.com

Categories and Features

Categories and Features

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