Proof of Usefulness Report
Searcherries AI Visibility Tool
Analysis completed on 3/27/2026
+41
Proof of Usefulness Score
You're In Business
Searcherries tackles a highly relevant and emerging problem (AI search visibility), but the submission severely lacks verifiable data. Blank fields for active users, revenue, team size, and launch date, coupled with vague claims of audience growth and limited evidence of traction (a single Reddit mention), heavily penalize the score. Despite strong market timing, the project falls into the minimal traction category.
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Score Breakdown
Real World Utility+17.5
Audience Reach Impact+1.0
Technical Innovation+7.5
Evidence Of Traction+1.875
Market Timing Relevance+8.5
Functional Completeness+0.25
Subtotal+36.625
Usefulness Multiplierx1.12
Final Score+41
Project Details
Project URL
Description
Searcherries AI Visibility Tool 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
Active audience growth thanks to a relevant topic and, as a result, organic growth of both paid and free users.
Target Users
Searcherries AI Visibility Tool is built for businesses that rely on organic demand and want to stay visible in the new buyer journey happening inside AI assistants.
Technologies
Bright Data, Neo4j, Other, Custom AI Gateway
Traction Evidence
Searcherries AI Visibility Tool is mentioned in the list of Best AI Visibility Tools 2026 in the r/aeo community.
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