Proof of Usefulness Report

Delphina

Analysis completed on 3/21/2026

-17

Proof of Usefulness Score

Lab Mode

While the project addresses a relevant market need (AI for Data Science), the submission contains significant red flags. Claims such as 'most people have used my product' directly contradict the waitlist status. Vague technical descriptions ('Software Development'), unrealistic target audiences ('everyone'), and nonsensical revenue metrics ('all time marketcap: 500000') indicate extremely poor response quality and unverified traction, resulting in a negative overall score.

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Score Breakdown

Real World Utility+100

Audience Reach Impact-20

Technical Innovation+15

Evidence Of Traction-150

Market Timing Relevance+50

Functional Completeness-10

Subtotal-15

Usefulness Multiplierx1.15

Final Score-17

Project Details

Project URL

delphina.ai

Description

Delphina is an AI Data Scientist that helps data science teams drive machine learning impact faster. Join the waitlist at www.delphina.ai! Did we mention we're hiring? Check our job postings at https://jobs.ashbyhq.com/Delphina.

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