Proof of Usefulness Report

Lodestone

Analysis completed on 1/25/2026

+623
Proof of Usefulness Score
Category Standard

Lodestone (LodestoneCo) is a verified B2B digital quality and data annotation firm with significant traction (estimated $20M annual revenue, ~140 employees). While the project submission itself was brief and lacked detail, external verification confirms it is an established vendor for major tech companies, justifying a high traction score. The service-based model scores lower on technical innovation compared to pure SaaS, but the market timing for AI data quality is excellent.

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Score Breakdown

Real World Utility+162.5
Audience Reach Impact+150.0
Technical Innovation+45.0
Evidence Of Traction+225.0
Market Timing Relevance+85.0
Functional Completeness+2.5
Subtotal+670
Usefulness Multiplierx0.93
Final Score+623

Project Details

Project URL
Description
Lodestone improves digital products, and data quality for machine learning. We hire people who are straight out of college, to those with years of experience. We are a small company where you can have impact, both on our team and for our clients. We work with leading tech companies across both consumer and enterprise sectors on large scale product quality and data quality programs. Our teams support products that serve over half the world's population - something we are very proud of.

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