Proof of Usefulness Report

Ardilla AI

Analysis completed on 3/17/2026

-43

Proof of Usefulness Score

Lab Mode

The project exhibits multiple red flags, including absurd and unsubstantiated claims ('most people have used my product', audience reach 'everyone'). There is no verifiable traction, confusing revenue reporting (marketcap vs revenue), and exceptionally poor response quality, placing it well below zero in accordance with calibration guidelines for red-flag submissions.

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Score Breakdown

Real World Utility+12.5

Audience Reach Impact-20.0

Technical Innovation+7.5

Evidence Of Traction-37.5

Market Timing Relevance+10.0

Functional Completeness-10.0

Subtotal-37.5

Usefulness Multiplierx1.15

Final Score-43

Project Details

Project URL

ardillabyte.com

Description

We develop Artificial Intelligence Algorithms, Data Science, Machine Learning and Statistical Analysis to help you gain insights, increase reveneue, and decrease manual effort and costs in your company. Our team has awesome brains and 10+ years of experience in data science, machine learning, artificial intelligence, and business analytics combined.

Algorithm Insights

Market Position

Early stage requiring focused development

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