Proof of Usefulness Report

Datavid

Analysis completed on 2/6/2026

+612
Proof of Usefulness Score
Category Standard

Datavid is a verifiable, established B2B data engineering company based in London (founded 2018) with estimated annual revenue of ~$12M and a team of ~90 employees (contrary to the submission's claim of 350). Their core product, Datavid Rover, addresses genuine enterprise data silo and semantic search challenges, evidenced by case studies with major clients like Syngenta. However, the submission quality was extremely poor, featuring inaccurate claims (e.g., target audience 'everyone', traction 'most people used my product') and inconsistent data. The high score reflects the underlying business's strong real-world utility and verified traction, despite the low-quality input.

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Score Breakdown

Real World Utility+25.5
Audience Reach Impact+5.0
Technical Innovation+11.25
Evidence Of Traction+14.0
Market Timing Relevance+8.5
Functional Completeness+0.25
Subtotal+64.5
Usefulness Multiplierx0.95
Final Score+612

Project Details

Project URL
Description
Make the most of your data with enterprise-ready software that helps you extract, enrich, and discover your company’s most valuable knowledge. Datavid offers data engineering solutions for global enterprise companies leading the way in R&D, customer experience, and innovation. Our team comprises 80+ passionate software developers, data engineers, project managers, machine learning experts, and creative professionals.

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