Proof of Usefulness Report

Translucent AI

Analysis completed on 2/4/2026

Proof of Usefulness Score

You're In Business

The submission presents a significant number of red flags. The URL (translucent.co) appears inactive or incorrect (distinct from the established translucent.io). The traction claims ('most people have used my product') are factually impossible for a 2024 B2B healthcare niche product. The audience description ('everyone') contradicts the stated purpose ('exclusively for healthcare operators'). The submission lacks verifiable evidence and relies on unrealistic assertions.

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Score Breakdown

Real World Utility+2.50

Audience Reach Impact+0.00

Technical Innovation+0.75

Evidence Of Traction+0.00

Market Timing Relevance+1.50

Functional Completeness+0.25

Subtotal+5

Usefulness Multiplierx1.1

Final Score+6

Project Details

Project URL

translucent.co

Description

Translucent AI is an AI-powered financial platform designed exclusively for healthcare operators. Founded in 2024, the company aims to simplify financial operations for healthcare providers by offering an agentic AI platform that acts as a financial analyst. It parses data from healthcare-specific systems to answer financial questions in real-time, reducing manual reporting and speeding up decision-making.

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