Proof of Usefulness Report

reflect

Analysis completed on 1/28/2026

+42
Proof of Usefulness Score
You're In Business

Reflect (joinreflect.com) is a verifiable mental health matching platform active since 2016 with over 100,000 sessions conducted. However, the project submission contains hyperbolic and inaccurate claims (e.g., 'most people have used my product', 'audience reach: everyone'), and fails to provide specific financial or user metrics. While the underlying business has demonstrated longevity and real-world utility in the therapy space, the lack of submission effort and the relatively small scale of operations (estimated <$500k annual revenue based on traction data) result in a low score comparable to early-stage or lifestyle businesses.

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Score Breakdown

Real World Utility+18.75
Audience Reach Impact+2.0
Technical Innovation+6.0
Evidence Of Traction+5.625
Market Timing Relevance+6.0
Functional Completeness+0.25
Subtotal+38.625
Usefulness Multiplierx1.08
Final Score+42

Project Details

Project URL
Description
reflect is a mental health platform that reimagines in-person therapy to be more accessible and effective. We simplify the search process through data-driven matching and increase engagement between sessions to improve outcomes. 90% of those who use reflect find a therapist they like. Try for free at www.joinreflect.com.

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