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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?

CiteLyzer answers one question with data: when a customer asks an AI assistant which brand to pick, does the answer name you? There is no ranking to check and no impression to count, so without measurement the absence stays invisible. The tool runs the questions your customers actually ask across ChatGPT, Gemini, Google AI Overviews and AI Mode, with Perplexity on the Pro plan. Each run reports how often your brand appears, how your share of voice compares with named competitors, which sources the answers cite, and how those answers talk about you. Every scan is kept, so you read a trend rather than a single reading, and the gaps return as a concrete list of what to fix. Scans run every day in every plan. Measurement is per market, so a brand outside the United States is measured in its own language rather than through a US lens. It fits small and mid-sized companies, in-house marketing teams and agencies. A free public checker gives you the basics without an account.

Media

Media

Integrations Supported

ChatGPT
Claude
Gemini
Google AI Overviews
Microsoft Copilot
Perplexity

Integrations Supported

API Availability

API Availability

Pricing Information

$79/month

Pricing Information

EUR 19/month
CiteLyzer has three monthly plans, prices excl. VAT: Mini at EUR 19 per month, Standard at EUR 30 per month and Pro at EUR 135 per month. Plans are monthly only, there is no annual contract and no free trial. A one-off AI visibility report costs EUR 17, with no account and no subscription. A free AI visibility checker runs without an account. Every plan measures every day. Mini tracks 15 prompts for one brand; Standard tracks 50 prompts and Pro 150 prompts, shared across any number of brands. Mini and Standard cover ChatGPT, Gemini, Google AI Overviews and AI Mode; Pro adds Perplexity.
Free Version

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Standard Support
Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Not specified

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

Categories and Features

AI Search Monitoring

Not specified

AI SEO

Not specified

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