Proof of Usefulness Report

Vetted

Analysis completed on 2/1/2026

+480

Proof of Usefulness Score

Industry Mainstay

Vetted.ai is a legitimate Series A startup backed by top-tier investors (Insight Partners, Index Ventures) with $15M in funding. However, the submission provided hyperbolic and unverifiable claims ('most people have used my product', audience 'everyone'), resulting in significant quality penalties. While the technology (AI shopping assistant) has high utility and market relevance, verified external data shows moderate traction (~370k registered users, Global Rank ~473k) rather than the ubiquity claimed. The score reflects strong institutional backing and product potential, tempered by slow user growth relative to capital raised and poor submission quality.

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Score Breakdown

Real World Utility21.25 (Weighted)

Audience Reach Impact3.0 (Weighted)

Technical Innovation10.5 (Weighted)

Evidence Of Traction8.75 (Weighted)

Market Timing Relevance9.0 (Weighted)

Functional Completeness0.25 (Weighted)

Subtotal+52.75

Usefulness Multiplierx0.91

Final Score+480

Project Details

Project URL

vetted.ai

Description

Our mission at Vetted is to create savvy shoppers. We’re building technology to automate the product research process so people can buy the truly best products for them without all the gruntwork. \n\nIn a shopping ecosystem hyper optimized to sell as much as possible \u0026 dominated by ads, we believe it’s time someone had the back of the consumer. With backing from some of the world’s best investors (Index, Bling Capital, Golden), join us to transform commerce into a meritocracy.

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