Proof of Usefulness Report

D1 Brands

Analysis completed on 1/19/2026

+456
Proof of Usefulness Score
Industry Mainstay

D1 Brands is a verified, significant entity in the Amazon Aggregator space, having raised over $123M in Series A funding (2021) and subsequently merging with Suma Brands to form The Ambr Group in 2023. While the project represents a high-utility, high-revenue ($100M+ combined) business, the submission quality is extremely poor, featuring vague claims ('most people have used my product') and missing data. The score reflects the massive verifiable traction and utility, heavily penalized by the lack of direct evidence provided in the submission and the low quality of the response.

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Score Breakdown

Real World Utility+212
Audience Reach Impact+70
Technical Innovation+30
Evidence Of Traction+112
Market Timing Relevance+50
Functional Completeness+5
Subtotal+480
Usefulness Multiplierx0.95
Final Score+456

Project Details

Project URL
Description
D1 Brands is one of the fastest-growing eCommerce companies in all of North America. We buy and build high-quality brands on Amazon. This is a new, massive market opportunity that is there for the taking. We want to share this experience with those who want to work hard and play a pivotal role in rapidly scaling a business.
Audience Reach
everyone
Target Users
everyone
Technologies
Ecommerce, Developer Tools
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