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Average Ratings 3 Ratings

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support

Description

Overflow is an AEO platform for brands that sell on major retail marketplaces and want to improve visibility in AI-powered shopping search. The platform monitors how products and brands appear in AI search, AI product recommendations, and marketplace AI assistants across Amazon, Walmart, and Target. Overflow gives each brand an AEO Score that reflects its reach, visibility, and competitive position across retailers. Teams can break performance down by marketplace to see whether they are stronger on Amazon, weaker on Walmart, or missing opportunities on Target. The platform turns the score into prioritized recommendations for improving product content, customer Q&A, listing attributes, and AI-readable messaging. Overflow also helps brands compare against competitors to identify gaps that may be lowering visibility or rankings in AI-driven results. As teams make updates, the platform tracks changes week over week so brands can measure score movement, query coverage, and competitive ground recovered. Its workflow is designed to help brands scan their retailers, apply smart fixes, and treat each listing as part of the algorithm that shapes AI recommendations. Overflow helps ecommerce and retail media teams move beyond traditional listing optimization and optimize specifically for how AI shopping systems understand and recommend products.

Description

SentimentStack is a powerful AI visibility platform that enables brands to monitor and enhance their presence across leading AI engines and search environments. It tracks how frequently a brand is mentioned in responses generated by platforms like ChatGPT, Claude, Gemini, Perplexity, and Google, providing a comprehensive view of digital visibility. The platform delivers real-time analytics, including visibility scores, ranking positions, and competitor comparisons, all within a single dashboard. Users can run prompt analysis to understand how AI systems respond to customer queries and identify opportunities for improvement. SentimentStack also supports controlled experiments, allowing teams to test strategies, measure results, and validate what drives visibility growth. Its built-in knowledge context engine creates a centralized repository of brand information, ensuring all insights and recommendations are aligned with the brand’s identity. Additional features such as citation tracking and content auditing help uncover gaps and optimize content performance. The platform also includes automated alerts to notify users of changes in rankings or competitor activity. With its ability to integrate AI insights and actionable data, SentimentStack empowers teams to make informed decisions. It simplifies the complexity of AI-driven search visibility and turns it into a measurable, manageable process. Ultimately, it helps brands stay competitive in an evolving digital landscape dominated by AI.

API Access

Has API No 

API Access

Has API No 

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Integrations

ChatGPT Yes 
Gemini Yes 
Perplexity Yes 
Alexa Yes 
Alexa+ Yes 
Amazon Yes 
Claude No 
Google AI Overviews No 
Microsoft Copilot No 
Target Yes 
Walmart Yes 

Integrations

ChatGPT Yes 
Gemini Yes 
Perplexity Yes 
Alexa No 
Alexa+ No 
Amazon No 
Claude Yes 
Google AI Overviews Yes 
Microsoft Copilot Yes 
Target No 
Walmart No 

Pricing Details

$0
Free Trial Yes 
Free Version No 

Pricing Details

$79/month
Free Trial No 
Free Version No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours Yes 
Live Rep (24/7) No 
Online Support Yes 

Types of Training

Training Docs No 
Webinars No 
Live Training (Online) Yes 
In Person No 

Types of Training

Training Docs Yes 
Webinars Yes 
Live Training (Online) Yes 
In Person Yes 

Vendor Details

Company Name

Overflow

Founded

2026

Country

United States

Website

www.overflowcommerce.com

Vendor Details

Company Name

SentimentStack

Founded

2026

Country

Australia

Website

sentimentstack.com

Product Features

Competitive Intelligence

Alerts/Notifications No 
Benchmarking No 
Competing Product Analysis No 
Keyword Tracking No 
Social Media Monitoring No 
Trend Analysis No 
Website Monitoring No 

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