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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 Contentstack Canoe?

Contentstack Canoe is an innovative cloud-based AI visibility monitoring tool crafted for marketing, SEO, and content teams, including agencies, that enables users to observe how different AI search platforms display and recommend their brands. By entering a website domain, users can quickly generate a detailed brand profile that encompasses insights into products, rival companies, target audiences, and frequent buyer questions prior to establishing monitoring systems. The platform leverages cutting-edge AI tools like ChatGPT, Gemini, Perplexity, and Claude to formulate inquiries based on a customized strategy, while simultaneously performing web searches to compile reports that outline brand mentions, visibility rankings, overall sentiment, analysis of competitors, cited sources, and prioritized recommendations. With the ability to produce reports that can be scheduled or requested on-demand, Contentstack Canoe supports continuous assessment, and its site audit function evaluates how accessible the website is to AI crawlers. This state-of-the-art solution functions without requiring software installation or modifications to the site and operates independently of Contentstack CMS. Users can begin with a complimentary plan that provides access to ChatGPT and Gemini, while the Growth plan offers full access to all four AI engines, API and MCP functionalities, along with elevated monitoring limits, thereby significantly enriching the user experience. Furthermore, this tool empowers teams to refine their marketing tactics and boost brand visibility in an ever-evolving competitive environment, which is crucial for staying ahead in the digital landscape. Ultimately, Contentstack Canoe stands out as a vital resource for organizations aiming to navigate the complexities of AI-driven brand management.

Media

Media

Integrations Supported

ChatGPT
Claude
Gemini
Perplexity
Claude Duet
Claude for Legal

Integrations Supported

ChatGPT
Claude
Gemini
Perplexity
Claude Code
Claude Desktop
Codex CLI
Contentstack
Cursor
Model Context Protocol (MCP)
OpenAI
Visual Studio Code

API Availability

API Availability

Has API

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

$0
The Free plan costs $0 and includes one brand, 20 monthly prompts, ChatGPT and Gemini, a monthly report, and a site audit. Growth costs $279/month or $2,790/year at limited-time launch pricing and includes five brands, 2,000 monthly prompts, all four engines, API and MCP access, and daily, weekly, or monthly runs. Existing Contentstack enterprise customers receive Growth access at no extra charge through December 31, 2026. Optional one-time add-ons cost $119 per 400-prompt pack or $59 per extra brand.
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

Contentstack

Date Founded

2018

Company Location

United States

Company Website

canoe.contentstack.com

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