Proof of Usefulness Report
Searcherries
Analysis completed on 3/15/2026
+61
Proof of Usefulness Score
You're In Business
Searcherries addresses a highly relevant problem in the rapidly growing field of Answer Engine Optimization (AEO). While market timing is exceptional and the technical implementation is practical, the project is currently in its extreme infancy. With only 179 total users and 2 paid subscribers, the platform falls into the minimal traction category, limiting its overall score despite strong early utility.
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Score Breakdown
Real World Utility+21.25
Audience Reach Impact+2.00
Technical Innovation+9.00
Evidence Of Traction+3.75
Market Timing Relevance+14.25
Functional Completeness+4.50
Subtotal+54.75
Usefulness Multiplierx1.12
Final Score+61
Project Details
Project URL
Description
Searcherries is an AI visibility tool that helps brands measure and improve how they appear in AI search. Track your brand’s AI visibility score, analyze competitor metrics, monitor changes in average positions, and get AI search insights.
Audience Reach
47 active users in February 2026, 179 users in total, 2 paid users (the Standard plan and the Advanced plan), and 1 user with a plan for a non-profit organization (Non profit school in Bahrain)
Target Users
Searcherries is built for businesses that rely on organic demand and want to stay visible in the new buyer journey happening inside AI assistants.
Searcherries helps marketing teams, SEO professionals, agencies, and brand owners understand how AI assistants talk about their brand, track visibility against competitors, and identify opportunities to increase mentions and recommendations in AI-generated answers.
Technologies
Other, Laravel, PostgreSQL, Tailwind, Bing Webmaster API, Google Cloud, Search Console API, Google Analytics Data API, Custom AI Gateway
Traction Evidence
Searcherries is mentioned in the list of Best AI Visibility Tools 2026 in the r/aeo community (https://www.reddit.com/r/aeo/comments/1qvhhve/best_ai_visibility_tools_2026/).
Algorithm Insights
Market Position
Growing utility with room for optimization
User Engagement
Documented reach suggests active user community
Technical Stack
Modern tech stack aligned with sponsor technologies
Recommendations to Increase Usefulness Score
Document User Growth
Provide specific metrics on user acquisition and retention rates
Showcase Revenue Model
Detail sustainable monetization strategy and current revenue streams
Expand Evidence Base
Include testimonials, case studies, and third-party validation
Technical Roadmap
Share development milestones and feature completion timeline