--- title: Monroya AI Reviews meta_title: 'Monroya AI Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter reviews by the users' company size, role or industry to find out how Monroya AI works for a business like yours. aggregate_rating: rating_value: 5.0 review_count: 1 scale: '5' date_modified: '2026-08-22' parent_category: name: Artificial Intelligence url: https://www.g2.com/categories/artificial-intelligence --- # Monroya AI Reviews **Vendor:** Monroya **Category:** [AI Search Visibility Optimization Tools Software](https://www.g2.com/categories/ai-search-visibility-optimization-tools) **Average Rating:** 5.0/5.0 **Total Reviews:** 1 **AI Enabled:** This product embeds AI to enhance or extend its core functionality. ## About Monroya AI Monroya.ai shows B2B companies where they appear, and where they don't, in AI-generated responses across ChatGPT, Claude, Gemini, and Perplexity. Most tools stop at whether you're mentioned. Monroya goes a level deeper: it separates being named from being cited. A company can come up constantly in AI answers and still get zero credit, no link back, no source citation, while a competitor with fewer mentions earns the actual recommendation. That distinction is usually invisible to a blended visibility score, and it's often the real reason a company isn't converting AI-driven attention into pipeline. The platform tracks the questions buyers actually ask AI tools at every stage of the purchase decision: Discovery (what solutions exist), Evaluation (comparing named vendors), Decision (validating the final choice), and Retention (whether existing customers are being pitched alternatives). Each tracked prompt runs multiple times per provider to account for response variance, since AI models don't give the same answer twice, and a single response is treated as noise until a pattern holds up across repeated checks. This produces an AI Share of Voice metric that compares visibility against named competitors at every stage, not just an overall score. AI visibility isn't a one-time audit. Models change, retrieval sources change, and what gets cited in your category can shift without any change on your end. Monroya continuously monitors for these shifts, not just your own site's changes, and adjusts what it recommends as citation patterns move. A company can do everything right today and lose ground tomorrow without knowing why; Monroya is built to catch that, not just report a static snapshot. Where Monroya differs from monitoring-only tools: every visibility gap becomes a prioritized, ranked action, not just a flagged problem. After an action is completed, the platform automatically re-scans the exact same prompt and shows the real before-and-after answer, confirming whether the fix actually changed what AI says, not just whether a score moved. Recommendations are ranked using that same confirmed-outcome data across accounts, so higher-priority suggestions are the ones with a track record of actually working, not a guess. Built for marketing teams at B2B companies who need to know what AI tells their buyers before those buyers ever reach the website. Includes: buyer-journey stage tracking (Discovery, Evaluation, Decision, Retention) across four AI providers, the mention-versus-citation distinction at the prompt level, competitor comparison by stage, automated before-and-after verification scans with real answer transcripts, AI-readiness site audits (schema, crawlability, structured data), content drafts for recommended actions, Reddit gap tracking for community-sourced citations, and continuous monitoring for shifts in citation patterns and AI model behavior over time. ## Monroya AI Reviews ### 1. Visibility into What AI is Actually Saying About Us **Rating:** 5.0/5.0 stars **Reviewed by:** Tom B. | CEO and Chief Sales Officer, Small-Business (50 or fewer emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through LinkedIn **Source: Organic:** Organic review. This review was written entirely without invitation or incentive from G2, a seller, or an affiliate. **Reviewed Date:** August 21, 2026 **What do you like best about Monroya AI?** I like that it shows more than just whether we're mentioned by AI there is action that is tied behind it. I can see where we show up across Discovery, Evaluation, and Decision, which competitors show up instead, and what sources are influencing the answer. The mention vs. citation distinction is also useful. It gives me a better idea of whether we're actually being supported by the sources AI is using. Great value. I haven't seen another product that competes and does what this does for us. **What do you dislike about Monroya AI?** I think the category is still pretty new, so there are areas I'd like to see become more robust over time, particularly historical data and longer-term trends, I know there is a playbook we don't have enough data yet, but will be interesting what that reveals as well. That said, I haven't run into anything that would keep me from using it. **What problems is Monroya AI solving and how is that benefiting you?** The main problem is simple: we didn't really know what AI was saying about us, when it was mentioning us or why competitors were being recommended instead. Now I can look at the actual prompts, responses, competitors, and citations instead of manually checking ChatGPT and trying to keep track of what changed. That makes it much easier to figure out where we have a problem and what deserves attention first. - [View Monroya AI pricing details and edition comparison](https://www.g2.com/products/monroya-ai/reviews?section=pricing&secure%5Bexpires_at%5D=2026-08-22+13%3A17%3A08+-0500&secure%5Bsession_id%5D=b5f534c9-4305-4521-9dff-ea2a89f78f9b&secure%5Btoken%5D=d844cecd4f04b3a93dec16eb3dd05ebcd2957325f3360ecda0c401db7f3ea143&format=llm_user) ## Monroya AI Features **Additional Functionality** - Tagging - Natural Language Processing - Data Extraction - Multi-Language - Predictive Analytics - Drag & Drop - Speech Recognition - Reporting/Analytics - Data Storage Management - Virtual Personal Assistant (VPA) - AI Copilot - Customer Segmentation - Collaboration Tools - Data Import/Export - Generative AI - For eCommerce - Role-Based Permissions - Customizable Branding - Search/Filter - Monitoring - Document Management - API - Data Visualization - Trend Analysis - Machine Learning - Access Controls/Permissions - Alerts/Escalation - Performance Metrics - Real-Time Data - Third-Party Integrations - Mobile App - Multiple Data Sources - For Sales Teams/Organizations - Sentiment Analysis - Activity Dashboard - Chatbot - Workflow Automation **AI Content Structuring - AI Search Visibility Optimization tools ** - AI-Optimized Content Structuring - Schema & Structured Data Optimization - AI-Readable Content Formatting - LLM-Ready Content Preparation **Semantic Optimization & Entity Intelligence - AI Search Visibility Optimization tools ** - Entity Recognition & Mapping - Knowledge Graph & Entity Linking - Semantic Content Analysis - Topic Authority Optimization - Content Gap Analysis - Sentiment Analysis - Response Position Analysis - Trend Analysis **AI Retrieval Optimization - AI Search Visibility Optimization tools ** - Passage & Chunk Optimization - AI Citation Optimization - Retrieval Readiness Analysis - AI Query Matching Analysis - Brand Entity Analysis **AI Visibility Monitoring & Analytics - AI Search Visibility Optimization tools ** - AI Citation Monitoring - AI Answer Visibility Tracking - Generative Search Performance Analytics - Multi-Language Tracking - Prompt Visibility Monitoring - AI Crawler Analytics - Reporting/Analytics **Workflow & Platform Integrations - AI Search Visibility Optimization tools ** - BI Integration - BI Integration **Additional Functionality** - AI Visibility Score - Share of Voice (SoV) - AI Content Scoring - AI Traffic Attribution - Prompt Organization - Citation Intelligence - AI Accessibility Audit - White Label - Change Simulation - Schema Guidance - LLMs Text File Management - Multi-Platform AI Coverage - API - GEO-Optimized Content Creation - Prompt Library - Collaboration Tools - Persona-Based Segmentation - Multi-Brand Management - SEO Management - Misinformation Detection - Real User Prompt Dataset - Alerts/Notifications - Competitive Benchmarking ## Top Monroya AI Alternatives - [SOCi](https://www.g2.com/products/soci/reviews) - 4.5/5.0 (4,504 reviews) - [Semrush](https://www.g2.com/products/semrush/reviews) - 4.4/5.0 (3,926 reviews) - [Writesonic](https://www.g2.com/products/writesonic/reviews) - 4.7/5.0 (2,018 reviews)