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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 Overflow?
Overflow is an AI search optimization and marketplace visibility platform built for brands selling on Amazon, Walmart, and Target. The platform helps companies understand whether their products are showing up in AI-powered search results, retailer AI assistants, and AI product recommendation experiences. Overflow provides a proprietary AEO Score that measures how visible, competitive, and AI-ready a brand is across major retail marketplaces. Instead of relying on fragmented retailer metrics, teams can view one unified score while still drilling into individual retailer performance. This helps brands identify whether they are underperforming on Amazon, Walmart, Target, or across all three channels. Overflow also analyzes competitive gaps, showing where other brands may be earning stronger AI visibility and where listing improvements are needed. Its recommendations focus on practical fixes across product content, customer questions, attributes, and retailer-specific AI-ready copy. Brands can use these insights to improve how marketplace AI systems interpret their products, answer shopper questions, and recommend items. Overflow tracks improvements week over week, allowing teams to monitor AEO score gains, query coverage, visibility movement, and competitive recovery. The platform is designed around the idea that a product listing is no longer just a product page, but part of the algorithm that influences AI-driven shopping decisions. By combining AI visibility audits, retailer-specific scoring, competitor analysis, and actionable optimization recommendations, Overflow helps brands improve discovery and performance in the next generation of ecommerce search.
Media
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Integrations Supported
ChatGPT
Gemini
Perplexity
Alexa
Alexa+
Amazon
Claude
Google AI Overviews
Microsoft Copilot
Target
Integrations Supported
ChatGPT
Gemini
Perplexity
Alexa
Alexa+
Amazon
Claude
Google AI Overviews
Microsoft Copilot
Target
API Availability
Has API
API Availability
Has API
Pricing Information
$79/month
Free Trial Offered?
Free Version
Pricing Information
$0
Free Trial Offered?
Free Version
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
Overflow
Date Founded
2026
Company Location
United States
Company Website
www.overflowcommerce.com
Categories and Features
Competitive Intelligence
Alerts/Notifications
Benchmarking
Competing Product Analysis
Keyword Tracking
Social Media Monitoring
Trend Analysis
Website Monitoring