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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.

What is Gumshoe AI?

Gumshoe AI is an advanced platform designed to help brands monitor and enhance their presence in AI-generated search results from leading models such as ChatGPT, Google Gemini, Claude, and Perplexity. A standout feature, Brand Visibility, offers insights into the frequency of brand mentions concerning relevant topics in AI searches. Users can also leverage Competitive Rank to evaluate their standing against competitors across different topics and models, while Persona Visibility assesses effectiveness among various buyer personas. In addition, Topic Visibility allows for the analysis of brand performance on a broad range of subjects, and Model Visibility helps identify which AI models reference the brand most frequently. The platform also presents Cited Sources, enabling a review of the key references utilized by AI models, which can significantly guide content strategy. By facilitating thousands of interactions with AI models, Gumshoe equips marketers with a comprehensive understanding of their brand's representation, enables the analysis of cited sources, benchmarks competitive positioning, and tracks their "share of LLM," ultimately refining their brand strategy. Consequently, brands can harness data-driven insights to adapt and optimize their strategies in the dynamic realm of AI-driven search, ensuring they remain competitive and relevant. This proactive approach to brand management paves the way for sustained growth and visibility in an increasingly digital marketplace.

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Integrations Supported

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

Integrations Supported

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

API Availability

Has API

API Availability

Has API

Pricing Information

$0
Free Trial Offered?
Free Version

Pricing Information

Pricing not provided.
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

Overflow

Date Founded

2026

Company Location

United States

Company Website

www.overflowcommerce.com

Company Facts

Organization Name

Gumshoe AI

Company Location

United States

Company Website

www.gumshoe.ai/

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