Proof of Usefulness Report

GoodData

Analysis completed on 2/10/2026

+647
Proof of Usefulness Score
Category Standard

GoodData is a highly established, verified analytics platform with significant revenue (~$60M+) and market presence (140k+ orgs), justifying a high baseline score. The project demonstrates exceptional utility and technical sophistication (AI-native, composable architecture). However, the specific submission fields contained low-quality data (e.g., 'marketcap: 17000000', 'most people have used my product'), which contradicts the professional stature of the company. The score reflects the massive real-world value of the platform, penalized by the poor quality of the specific form responses.

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Score Breakdown

Real World Utility+253.0
Audience Reach Impact+119.0
Technical Innovation+140.3
Evidence Of Traction+157.5
Market Timing Relevance+85.0
Functional Completeness+7.5
Subtotal+762.3
Usefulness Multiplierx0.85
Final Score+647

Project Details

Project URL
Description
🚀 GoodData is the AI-native analytics platform built for speed, scale, and trust—empowering organizations to deliver real-time, governed insights across any environment. Designed for developers, product teams, and data leaders, GoodData combines high performance with deep flexibility, enabling analytics that are composable, embeddable, and future-proof. 🚀 Why GoodData? • Universal Semantic Layer: Define business metrics once and reuse them consistently across dashboards, apps, and APIs—ensuring accuracy, governance, and trust. • Real-Time, AI-Powered Insights: Automate exploration and anomaly detection with a generative AI toolkit, conversational analytics, and ML-driven workflows. • Composable Architecture: Powered by modern open-source technologies (Apache Arrow, DuckDB, Iceberg), enabling federated queries, caching, and cost-optimized performance. • Developer-First Customization: Build and scale with APIs, SDKs, and analytics-as-code. Integrate seamlessly with CI/CD pipelines and version control for full programmatic control. • Multi-Tenant Scalability: Built for SaaS and enterprise use cases, with secure, efficient analytics delivery across users and customers. • No Vendor Lock-In: Deploy anywhere—public/private cloud, hybrid, or on-premises—and connect to any data without duplication using FlexConnect and metadata ingestion. 🚀 The platform supports the full analytics lifecycle — from data integration and modeling to visualization and AI-powered insights — all accessible via APIs, SDKs, or an intuitive no-code interface. GoodData enables a new standard of analytics: AI-native, developer-friendly, composable, and seamlessly embedded across the enterprise. Join 140,000+ organizations and 3.2 million users who trust GoodData to turn data into outcomes. 🔗 www.gooddata.com

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