Proof of Usefulness Report

dbt Labs

Analysis completed on 1/19/2026

+778
Proof of Usefulness Score
Unicorn Utility

dbt Labs is a verified industry unicorn (Valuation ~$4.2B, ARR ~$100M+) and the standard-bearer for 'Analytics Engineering'. The project demonstrates exceptional Real-World Utility and Traction, solving critical data transformation problems for over 50,000 teams globally. However, the submission itself was low-quality, using hyperbolic claims ('everyone', 'most people') which triggered penalties in the Audience Reach quality factors. Despite the lazy submission, the objective verifiable success of the entity drives a high score.

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Score Breakdown

Real World Utility+250
Audience Reach Impact+90
Technical Innovation+142
Evidence Of Traction+250
Market Timing Relevance+90
Functional Completeness+5
Subtotal+827
Usefulness Multiplierx0.94
Final Score+778

Project Details

Project URL
getdbt.com
Description
dbt Labs, accessible through their domain getdbt.com, is a company that specializes in developing tools for data transformation and analytics. They are best known for dbt (data build tool), an open-source command-line tool that enables data analysts and engineers to transform raw data into a more usable format for analysis. dbt Labs focuses on empowering data teams by providing them with the tools to write, test, document, and execute analytics code collaboratively. Their platform is designed to integrate seamlessly with modern data warehouses, allowing users to build scalable and maintainable data transformation workflows.
Audience Reach
everyone
Target Users
everyone
Technologies
Analytics, Opensource
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