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What is SentimentStack?

SentimentStack is an advanced AI visibility platform built to help brands understand, track, and improve how they appear across modern AI-driven search and assistant platforms. It continuously monitors brand presence across systems such as ChatGPT, Claude, Gemini, Perplexity, and Google, providing a unified view of visibility across multiple channels. The platform offers detailed analytics, including visibility scores, average rankings, prompt tracking, and competitor benchmarks, all presented in an intuitive dashboard. Users can analyze how AI engines respond to real-world queries and determine whether their brand is being recommended or overlooked. SentimentStack enables teams to run controlled experiments, allowing them to test specific changes, compare results against control groups, and measure true impact on visibility. Its knowledge context engine builds a dynamic and evolving representation of a brand, incorporating products, customer personas, competitors, and messaging guidelines. This ensures that all insights, recommendations, and analyses are grounded in accurate brand context. The platform also provides tools for citation tracking, helping users identify which sources AI engines rely on and where gaps exist. Content auditing features offer actionable recommendations to improve alignment with AI-driven search behavior. Automated alerts notify users of any drops in visibility, ranking changes, or competitor advancements. SentimentStack supports SERP tracking alongside AI monitoring, giving a complete picture of both traditional and AI-based search performance. Its reporting tools allow teams to track long-term trends and share insights across stakeholders. By combining experimentation, analytics, and automation, the platform enables continuous optimization of brand visibility. Ultimately, SentimentStack helps organizations stay ahead in a digital environment where AI-generated answers are becoming the primary source of information discovery.

What is CiteLyzer?

The search landscape is shifting towards AI-powered chat interfaces, where users interact with an assistant instead of typing in keywords and navigating through numerous links, receiving a tailored assortment of brands in return. This transformation poses a significant risk for brands not featured in these curated lists, as traditional measures of visibility like rankings and impressions become obsolete. CiteLyzer tackles this issue by offering valuable insights that address the real questions customers ask on platforms such as ChatGPT, Gemini, and Perplexity. It not only reveals your brand's visibility but also compares your share of voice with competitors and highlights the sources behind these responses. Each analysis is meticulously recorded, enabling you to track trends over time rather than relying on a mere snapshot, and it pinpoints specific areas for improvement as actionable tasks. Designed for small to mid-sized businesses, in-house marketing teams, and agencies, the tool allows for scans to be scheduled at your convenience, whether daily or monthly, and it customizes measurements for each market, ensuring that brands outside the United States are assessed in their native languages. Ultimately, CiteLyzer equips businesses with the knowledge they need to navigate the complexities of AI-driven search, helping them refine their strategies and enhance their market presence effectively. This empowers companies to stay relevant and visible in an increasingly competitive landscape.

Media

Media

No images available

Integrations Supported

ChatGPT
Claude
Gemini
Google AI Overviews
Microsoft Copilot
Perplexity

Integrations Supported

ChatGPT
Claude
Gemini
Google AI Overviews
Microsoft Copilot
Perplexity

API Availability

Has API

API Availability

Has API

Pricing Information

$79/month
Free Version
Free Trial Offered?

Pricing Information

EUR 22/month
Free Version
Free Trial Offered?

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

SentimentStack

Date Founded

2026

Company Location

Australia

Company Website

sentimentstack.com

Company Facts

Organization Name

CiteLyzer

Date Founded

2026

Company Location

Poland

Company Website

citelyzer.com

Categories and Features

Competitive Intelligence

Alerts/Notifications
Benchmarking
Competing Product Analysis
Keyword Tracking
Social Media Monitoring
Trend Analysis
Website Monitoring

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