Proof of Usefulness Report

Toothly AI

Analysis completed on 3/16/2026

+67.56

Proof of Usefulness Score

You're In Business

Toothly AI targets a valid ML healthcare use case but is heavily penalized for highly suspect and unsupported claims. Responses like 'most people have used my product' for traction and 'all time marketcap: 2500000' for revenue indicate poor submission quality and lack of verifiable real-world impact. Quality Factors are set to 0.5 across all metrics to reflect the unreliability of the provided data, placing this project in the minimal traction tier.

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Score Breakdown

Real World Utility+25

Audience Reach Impact+5

Technical Innovation+7.5

Evidence Of Traction+0

Market Timing Relevance+20

Functional Completeness+1.25

Subtotal+58.75

Usefulness Multiplierx1.15

Final Score+68

Project Details

Project URL

toothly.ai

Description

Toothly is a machine learning dental understanding platform that supports dentists in providing faster, more accurate diagnosis, and in selecting the appropriate treatment options to drive better clinical outcomes for their patients.

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