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About

Overflow is an AI search visibility platform that helps brands understand and improve how their products appear in AI-driven shopping results across Amazon, Walmart, and Target. The platform gives brands a free AEO Score that shows whether their listings are visible, competitive, and properly understood by marketplace AI agents. Overflow analyzes retailer-specific performance so teams can see where their brand is strong, where competitors are winning, and which marketplace needs attention first. Its scoring system highlights specific fixes across product content, customer questions, listing attributes, and AI-ready copy. Brands can use Overflow to track score movement, query coverage, visibility gains, and competitive gaps week over week. Built for retail brands, ecommerce teams, and agencies, Overflow helps companies optimize listings for AI search and improve product discovery across major marketplaces.

About

SentimentStack is an AI visibility platform designed to help brands track and improve their presence across major AI engines and search platforms. It monitors how often a brand appears in responses from systems like ChatGPT, Claude, Gemini, Perplexity, and Google. The platform provides real-time insights through metrics such as visibility scores, rankings, and competitive benchmarks. Users can analyze prompt performance and identify where competitors are outperforming them in AI-generated answers. Including a task list to improve your ai visibility, do-it yourself to improve ai visibility or SentimentStack can do it for you. Its knowledge context engine builds a centralized understanding of a brand, including products, personas, and messaging. The platform offers features like citation tracking, content audits, and automated alerts to maintain strong visibility. Overall, SentimentStack helps brands adapt to the growing importance of AI-driven search and discovery.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Overflow is best suited for ecommerce brands, Amazon sellers, Walmart Marketplace sellers, Target vendors, retail media teams, brand managers, agencies, and enterprise commerce teams that need AI search visibility tracking, AEO scoring, marketplace optimization, competitive gap analysis, and product listing recommendations

Audience

SentimentStack is ideal for marketing teams, SEO professionals, and brands looking to optimize and track their visibility across AI-driven search engines and digital platforms

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

No images available

Screenshots and Videos

Pricing

$0
Free Version
Free Trial

Pricing

$79/month
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

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Reviews/Ratings

Overall 5.0 / 5
ease 5.0 / 5
features 5.0 / 5
design 5.0 / 5
support 5.0 / 5

Pros & Cons from Real Users

Pros

  • Onboarding was quick and easy. The online resources and certifications are great; the team was able to complete them self-paced and gained a better understanding of the platform. It does both SEO and GEO, so we have saved money by cancelling a more expensive SEO platform we were previously using. We've been able to complete growth experiments and understand what tasks will have the most impact.
  • Content Creation Takes the guesswork out of where we are sitting Experiments Share of model Battlefield reports
  • Easy to learn No onboarding, we created a profile and were tracking our stats and competitors within 15 minutes Reverse citation analysis shows what our competitors and customers are saying about us online. I like that there are recommendations with scores showing the impact it will have if we complete the tasks The content creation has saved us so much time each month

Cons

  • We would love a meta integration if possible! It would be amazing to create the content and have it appear on social media.
  • We're loving the system! It would be amazing if the system could automatically do all of the changes
  • Haven't run into any issues yet. We're happy with the product.

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Overflow
Founded: 2026
United States
www.overflowcommerce.com

Company Information

SentimentStack
Founded: 2026
Australia
sentimentstack.com

Alternatives

Alternatives

Brandlight

Brandlight

BrandlightDeepSeek

Categories

Categories

Integrations

ChatGPT
Gemini
Perplexity
Alexa
Alexa+
Amazon
Claude
Google AI Overviews
Microsoft Copilot
Target
Walmart

Integrations

ChatGPT
Gemini
Perplexity
Alexa
Alexa+
Amazon
Claude
Google AI Overviews
Microsoft Copilot
Target
Walmart
Claim Overflow and update features and information
Claim Overflow and update features and information
Claim SentimentStack and update features and information
Claim SentimentStack and update features and information