Round 1 Winners!
Proof of Usefulness Report

Budboard LLC

Analysis completed on 3/18/2026

+217
Proof of Usefulness Score
Gaining Momentum

LAMB Sensory (formerly budboard) presents a valid B2B use case applying AI and machine learning to CPG sensory formulation, particularly in the cannabis and functional product markets. However, the project's submission is severely penalized for poor response quality, lack of technical detail, and highly exaggerated claims. Stating that 'everyone' is the audience and 'most people have used my product' actively undermines the credibility of the company's real-world footprint. While market timing is strong, the unverified and contradictory metrics result in significant quality factor penalties.

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Score Breakdown

Real World Utility+125
Audience Reach Impact+10
Technical Innovation+22.5
Evidence Of Traction+12.5
Market Timing Relevance+60
Functional Completeness+1.25
Subtotal+231.25
Usefulness Multiplierx0.94
Final Score+217

Project Details

Project URL
Description
LAMB Sensory (formerly budboard, LLC) uses big data and machine learning to research the sensory properties of consumable aromatic compounds and create formulas for functional CPG companies. Through our mood efficacy process, we identify tangible and effective mood based formulas using machine learning and AI for use in mood based drinks, edibles and nutraceuticals.

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