Proof of Usefulness Report

Alcoa

Analysis completed on 1/8/2026

+805
Proof of Usefulness Score
Unicorn Utility

The submission represents Alcoa Corporation, a global industrial leader in aluminum production since 1888. Despite a low-effort submission (brief descriptions, casual tone), the verifiable real-world utility, massive scale (13,900+ employees, ~$9.6B market cap), and global audience reach drive the score significantly high. The project is an established cornerstone of modern manufacturing, warranting a score in the top tier (Scale: 400–700+), though penalized slightly for the lack of detail in the submission text.

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Score Breakdown

Real World Utility+2
Audience Reach Impact+2
Technical Innovation+1
Evidence Of Traction+2
Market Timing Relevance+1
Functional Completeness+0
Subtotal+947
Usefulness Multiplierx0.85
Final Score+805

Project Details

Project URL
Description
Alcoa, with its domain alcoa.com, is a global leader in the production and management of primary aluminum, fabricated aluminum, and alumina combined. Founded in 1888, Alcoa has a rich history of innovation and sustainability in the aluminum industry. The company operates in a variety of sectors, including aerospace, automotive, building and construction, commercial transportation, consumer electronics, industrial products, and packaging. Alcoa is committed to advancing sustainable practices and technologies, aiming to reduce its environmental footprint while delivering high-quality products to its customers worldwide.
Audience Reach
everyone
Target Users
everyone
Technologies
Climatetech, Construction, Manufacturing
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