Proof of Usefulness Report

DataRobot

Analysis completed on 1/19/2026

+762
Proof of Usefulness Score
Unicorn Utility

DataRobot is a verified Enterprise AI unicorn with estimated ARR of ~$225M and a peak valuation of $6.3B. Despite the submission's low-quality text claims (e.g., 'everyone' audience, 'most people' traction), the provided quantitative metrics (team size, market cap) and external verification confirm it is a market leader in AutoML with massive organizational traction. The score is calibrated for a large-scale enterprise entity, with a slight reduction for recent growth deceleration and the lack of effort in the specific submission responses.

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Score Breakdown

Real World Utility+225
Audience Reach Impact+170
Technical Innovation+127
Evidence Of Traction+237
Market Timing Relevance+80
Functional Completeness+5
Subtotal+845
Usefulness Multiplierx0.902
Final Score+762

Project Details

Project URL
datarobot.com
Description
DataRobot is a leading enterprise AI platform that empowers organizations to leverage the power of artificial intelligence and machine learning to drive business outcomes. With its user-friendly interface and robust capabilities, DataRobot enables data scientists, business analysts, and IT professionals to build, deploy, and manage AI models at scale. The platform offers automated machine learning (AutoML) tools that streamline the process of developing predictive models, allowing users to focus on deriving insights and making data-driven decisions. DataRobot serves a wide range of industries, including finance, healthcare, retail, and manufacturing, helping companies accelerate their AI adoption and achieve competitive advantages.
Audience Reach
everyone
Target Users
everyone
Technologies
Machine Learning, Analytics, Energy Solutions
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