---
title: Visibility Reviews
meta_title: 'Visibility Reviews 2026: Details, Pricing, & Features | G2'
meta_description: Filter reviews by the users' company size, role or industry to find
  out how Visibility works for a business like yours.
date_modified: '2026-06-25'
parent_category:
  name: Artificial Intelligence
  url: https://www.g2.com/categories/artificial-intelligence
---


# Visibility Reviews
**Vendor:** Roma  
**Category:** [AI Search Visibility Optimization Tools Software](https://www.g2.com/categories/ai-search-visibility-optimization-tools)
## About Visibility
Roma is an AI-powered deduction management and recovery platform built for CPG brands, food & beverage companies, consumer goods manufacturers, and suppliers selling through distributors and retailers such as UNFI, KeHE, Costco, Walmart, Kroger, Target, Whole Foods, and Amazon. Visit the website at www.runroma.com Roma helps finance teams, controllers, AR teams, and CFOs gain complete visibility into trade deductions, chargebacks, shortages, pricing claims, promotional deductions, compliance fines, and invoice disputes. The platform automatically consolidates deduction data from retailer portals, accounting systems, and ERP platforms into a single dashboard, enabling teams to identify invalid deductions, prioritize recovery opportunities, and track dispute status in real time. With AI-powered deduction validation, automated dispute workflows, deduction analytics, accounts receivable visibility, and recovery tracking, Roma helps brands reduce revenue leakage, improve cash flow, accelerate deduction resolution, and recover lost profits. Implementation takes minutes, requires no complex integrations, and provides an intuitive user experience designed specifically for growing CPG brands.






- [View Visibility pricing details and edition comparison](https://www.g2.com/products/roma-visibility/reviews?section=pricing&secure%5Bexpires_at%5D=2026-08-18+03%3A50%3A22+-0500&secure%5Bsession_id%5D=b591e235-d74e-4e09-b63d-fbe2930942f6&secure%5Btoken%5D=785123d4e54ad8d4bcfb2a5430da35cf221284a0796b196c35146d3923cb7b1e&format=llm_user)

## Visibility 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 Visibility Alternatives
  - [SOCi](https://www.g2.com/products/soci/reviews) - 4.5/5.0 (4,502 reviews)
  - [Semrush](https://www.g2.com/products/semrush/reviews) - 4.4/5.0 (3,924 reviews)
  - [Writesonic](https://www.g2.com/products/writesonic/reviews) - 4.7/5.0 (2,015 reviews)