Proof of Usefulness Report

LucidQuest

Analysis completed on 2/12/2026

+39
Proof of Usefulness Score
You're In Business

LucidQuest (lqventures.com) appears to be a legitimate, established boutique consulting firm for the Pharma/Biotech industry with specific AI products (LucidSearch, LucidScope). However, the project submission is of extremely low quality, containing demonstrably false claims (e.g., 'most people have used my product' for a niche B2B service) and irrelevant tags (e.g., 'Construction'). While the business itself has real-world utility and a history since 2012, the PoU score is heavily penalized due to the unreliable and unprofessional nature of the input data, which fails to accurately represent the firm's actual traction or capabilities.

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Score Breakdown

Real World Utility+60.00
Audience Reach Impact+15.00
Technical Innovation+40.00
Evidence Of Traction+15.00
Market Timing Relevance+63.00
Functional Completeness+5.00
Subtotal+34.30
Usefulness Multiplierx1.15
Final Score+39

Project Details

Project URL
Description
We empower Pharma, Biotech, Healthcare, Healthtech, MedTech Companies and Investors to accelerate success and profitability through strategic insights, AI solutions, and consulting excellence. Our mission is dedicated to enabling clients to make winning strategic decisions based on actionable insights and a forward-thinking mindset. We accelerate success by leveraging expertise and intelligence to deliver: Strategic insights across established and emerging opportunities Transformative AI and digital solutions Tailored consulting grounded in adaptability and excellence With decades of experience in strategy consulting, competitive intelligence, gene/cell therapy, vaccines, biotech, and more, we empower clients across industries to craft strategies that yield results. Let's connect to discuss how our insights and solutions can empower your success. Specialties: strategy consulting, strategic and competitive intelligence, business strategy, strategic marketing, scenario planning, venture capital, digital health, mHealth, eHealth, Internet of Everything, vaccines, immunotherapies, gene therapy, cell therapy, cardiovascular, HIV/AIDS, biofinance, biotechnology, pharmaceuticals, business and financial modelling, patient centricity, respiratory and infectious diseases, oncology, pre-clinical and clinical development, molecular biology, immunology, social media

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