Proof of Usefulness Report

Switchboard, MD

Analysis completed on 1/31/2026

+334
Proof of Usefulness Score
Certified Problem Solver

Switchboard, MD is a verified, physician-led Healthcare IT company providing high-utility AI workflow automation and contact center solutions. Search verification confirms significant B2B traction with enterprise clients (e.g., Emory Healthcare) and over 800,000 triaged communications, contradicting the submission's low-quality data. The project scores highly on utility and market timing, though the submission itself was penalized for accuracy issues.

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Score Breakdown

Real World Utility1.25)
Audience Reach Impact1.0)
Technical Innovation0.75)
Evidence Of Traction1.25)
Market Timing Relevance0.5)
Functional Completeness0.25)
Subtotal+363.3
Usefulness Multiplierx0.92
Final Score+334

Project Details

Description
Switchboard, MDis in the Healthcare IT Industry

Algorithm Insights

Market Position
Strong market validation with clear user adoption patterns
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