Average Ratings 0 Ratings

Total
ease
features
design
support

No User Reviews. Be the first to provide a review:

Write a Review

Average Ratings 0 Ratings

Total
ease
features
design
support

No User Reviews. Be the first to provide a review:

Write a Review

Description

Honeyb is an AI search visibility platform built to help companies measure, track, and improve how their brands appear in AI-generated recommendations and answers. The software monitors leading AI platforms such as ChatGPT, Claude, Gemini, and Perplexity to provide businesses with a clear understanding of their digital presence in conversational search environments. Users can analyze brand visibility, recommendation frequency, citation sources, sentiment trends, and share of voice compared to competitors within specific market categories. The platform tracks prompts that potential customers use when researching products, services, agencies, and vendors, allowing organizations to see exactly how AI systems position their brand. Honeyb provides daily monitoring and performance reporting that highlight changes in AI-generated recommendations and emerging competitive threats. Businesses can identify which websites, publications, forums, and review platforms most influence AI responses and recommendations. The platform also offers optimization guidance focused on content strategy, digital authority, citations, and brand positioning. Teams can use these insights to strengthen their visibility within AI-driven discovery channels before competitors gain an advantage. By transforming AI recommendation tracking into an ongoing process, Honeyb helps organizations make data-driven decisions that improve brand awareness and customer acquisition.

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.

API Access

Has API

API Access

Has API

Screenshots View All

No images available

Screenshots View All

No images available

Integrations

ChatGPT
Gemini
Perplexity
Alexa
Alexa+
Amazon
Claude
Target
Walmart

Integrations

ChatGPT
Gemini
Perplexity
Alexa
Alexa+
Amazon
Claude
Target
Walmart

Pricing Details

$78/month
Free Trial
Free Version

Pricing Details

$0
Free Trial
Free Version

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Vendor Details

Company Name

Honeyb

Founded

2023

Country

United States

Website

www.honeyb.ai/

Vendor Details

Company Name

Overflow

Founded

2026

Country

United States

Website

www.overflowcommerce.com

Alternatives

Alternatives

Vaylis Reviews

Vaylis

Vaylis AI
AISONX Reviews

AISONX

DGTLmart Technologies Pvt Ltd