Proof of Usefulness Report

dumpling

Analysis completed on 1/20/2026

+360
Proof of Usefulness Score
Certified Problem Solver

Dumpling is a legitimate, venture-backed Series A startup (raised ~$14.5M from Forerunner Ventures, Floodgate) offering a platform for independent grocery delivery businesses. It solves a genuine problem in the gig economy by empowering worker ownership. However, the project submission itself is of extremely low quality, containing demonstrably false claims ('most people have used my product') and nonsensical data ('marketcap: null'). While the underlying technology and business model have significant merit and historical traction (2,000+ businesses), the score is heavily penalized by the lack of verifiable recent data provided by the submitter and the poor quality of the response.

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Score Breakdown

Real World Utility+200
Audience Reach Impact+40
Technical Innovation+48
Evidence Of Traction+87
Market Timing Relevance+60
Functional Completeness+2
Subtotal+438
Usefulness Multiplierx0.82
Final Score+360

Project Details

Project URL
dumpling.us
Description
At dumpling, we build the tools that empower anyone to start, run, and grow their own local, shopping and delivery businesses. We operate across all 50 states and power thousands of businesses. For business owners, we provide everything to run a digitally native grocery delivery business and the financial freedom that comes with ownership. This includes a credit card to fund grocery purchases, a mobile app to manage their business, a marketing website, a client app to quickly build shopping lists and place orders, and business coaching to help expand their reach. For their clients, they receive a highly personalized experience from the same shopper that is empowered to communicate directly, shop locally, and provide a consistent and delightful experience every time.
Audience Reach
everyone
Target Users
everyone
Technologies
Energy Solutions, Banking, Mobileappdevelopment
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