Proof of Usefulness Report

Datuum.ai

Analysis completed on 1/19/2026

+501
Proof of Usefulness Score
Industry Mainstay

Datuum.ai is a legitimate, verifiable B2B AI data onboarding platform with solid seed-stage traction (TechCrunch Disrupt Battlefield 200, estimated ~$1M revenue, paying enterprise clients). However, the submission itself contained hallucinated or lazy claims (e.g., 'most people have used my product', 'everyone'), which significantly lowered the Response Quality and Audience Reach scores. The project scores highly on Utility and Innovation due to the high-value application of AI in data engineering, but the final score is dampened by the poor quality of the provided input data.

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Score Breakdown

Real World Utility+18
Audience Reach Impact+4
Technical Innovation+10
Evidence Of Traction+12
Market Timing Relevance+8
Functional Completeness+0
Subtotal+54
Usefulness Multiplierx0.92
Final Score+501

Project Details

Project URL
Description
Datuum is an AI-powered no-code tool that accelerates data onboarding from various data sources into one place.
Audience Reach
everyone
Target Users
everyone
Technologies
Automation, Machine Learning
Traction Evidence
most people have used my product

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