Proof of Usefulness Report

Snickerdoodle Labs

Analysis completed on 1/30/2026

+337
Proof of Usefulness Score
Certified Problem Solver

Snickerdoodle Labs is a legitimate venture-backed entity (raised $2.3M Seed in 2021) focusing on privacy-preserving data infrastructure using zkSNARKs. While the technical value proposition is high, the submission contains critically exaggerated claims regarding traction ('most people have used my product') and reach ('everyone'), which contradict public data showing a niche B2B2C focus. The project appears active as of 2024 (tech partnerships), but lacks the mass adoption claimed.

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Score Breakdown

Real World Utility+60.0
Audience Reach Impact+5.0
Technical Innovation+75.0
Evidence Of Traction+10.0
Market Timing Relevance+55.0
Functional Completeness+5.0
Subtotal+355
Usefulness Multiplierx0.95
Final Score+337

Project Details

Project URL
snickerdoodlelabs.io
Description
At Snickerdoodle Labs, we are evolving NFT tech into a massively scalable and interoperable framework for safe, open, and protective use of personal data. We are building a first-of-its-kind infrastructure that will allow people to own and monetize their data in a secure way, no matter where it lives, how it travels, or what it’s used for. Through a tokenized architecture we are enabling self-sovereign identity, giving individuals control over their identity in dynamic environments while safeguarding privacy. And in doing so, Snickerdoodle is reimagining experiences and inspiring connections between people, brands, and ideas.

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