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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 Citino?

Citino examines how AI search engines portray a brand in response to specific buyer queries. It performs daily prompts to monitor various metrics, including visibility, share of voice, position, sentiment, and their respective margins of error. The platform highlights search terms where competitors appear while the brand does not, ranking potential strategies based on their expected effectiveness. Teams can implement changes using Webflow or delegate tasks via platforms like Jira, Linear, or Asana. Citino evaluates the impact of these changes in relation to competitor actions, categorizing the outcomes as Confirmed, Negative, or Inconclusive. The generated reports provide answers, sources, and claims, with users able to utilize Google Analytics 4 attribution for deeper insights. Additionally, the service includes API and MCP access within reasonable usage limits. Agencies can manage their clients' brands efficiently while creating white-label reports and providing client portals. With a pricing structure starting at $39 per month for individual plans and $349 for agency packages, there is no credit card required for the initial results, offering a risk-free chance to explore the service. Moreover, this platform empowers brands to remain competitive in a rapidly changing digital environment by ensuring they effectively respond to consumer inquiries and adapt their strategies accordingly.

Media

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Integrations Supported

Alexa
Alexa+
Amazon
ChatGPT
Gemini
Perplexity
Target
Walmart

Integrations Supported

Asana
Google Analytics
Jira
Linear
Model Context Protocol (MCP)
Webflow

API Availability

API Availability

Has API

Pricing Information

$0
Free Trial Offered?

Pricing Information

$39/month
Self-serve starts at $39/month for 20 prompts. Monthly billing has no minimum term; annual billing is 25% less. Agency plans start at $349/month for a shared pool of 250 prompts across clients. Claude and Grok add-ons start at $10/month each on the 20-prompt tier; add-on pricing scales by plan. Prices are in USD.
Free Trial Offered?

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Online Training

Training Options

Documentation Hub
Webinars
Online Training

Company Facts

Organization Name

Overflow

Date Founded

2026

Company Location

United States

Company Website

www.overflowcommerce.com

Company Facts

Organization Name

Tambe Technologies

Company Location

India

Company Website

citino.ai

Categories and Features

Categories and Features

AI Search Monitoring

Not specified

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