Proof of Usefulness Report

PagerDuty

Analysis completed on 1/27/2026

+698
Proof of Usefulness Score
Category Standard

PagerDuty is an industry-standard digital operations platform with verifiable public traction (NYSE: PD) and massive utility in the DevOps space. However, the submission itself is of extremely low quality, containing hyperbolic claims ('everyone', 'most people') and nonsense tags ('banking', 'leadership'), which negatively impacts the Response Quality and Quality Factors. Despite the lazy submission, the undeniable real-world scale and critical nature of the platform warrant a high score in the 'Large Scale' calibration range.

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Score Breakdown

Real World Utility+250.0
Audience Reach Impact+144.0
Technical Innovation+135.0
Evidence Of Traction+200.0
Market Timing Relevance+90.0
Functional Completeness+2.5
Subtotal+821.5
Usefulness Multiplierx0.85
Final Score+698

Project Details

Project URL
pagerduty.com
Description
PagerDuty, accessible via its domain pagerduty.com, is a leading digital operations management platform that empowers organizations to manage and respond to critical incidents effectively. Founded in 2009, PagerDuty provides real-time incident management solutions that help businesses minimize downtime and ensure seamless operations. The platform integrates with a wide range of IT systems and tools, offering features such as alerting, on-call scheduling, escalation policies, and analytics. By enabling teams to quickly identify and address issues, PagerDuty enhances operational efficiency and improves customer satisfaction across various industries, including technology, finance, healthcare, and more.

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