Proof of Usefulness Report

HerdDogg

Analysis completed on 1/23/2026

+549
Proof of Usefulness Score
Industry Mainstay

HerdDogg is a verified, high-traction AgTech company with significant funding (~$21M) and verifiable revenue (~$3.4M), positioning it well above the 'comparable scale' calibration despite a very low-quality submission. The project addresses a genuine problem in livestock management with innovative hardware (smart tags) and data analytics. However, the submission itself contained critical errors (referencing a project named 'FrostKeeper', claiming 'everyone' as the audience, and providing no valid evidence of traction), necessitating severe penalties to the Quality Factors for Reach and Traction. The final score reflects the high real-world utility and verified market position of the company, heavily discounted by the lack of effort and accuracy in the submission data.

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Score Breakdown

Real World Utility+225.0
Audience Reach Impact+60.0
Technical Innovation+127.5
Evidence Of Traction+106.3
Market Timing Relevance+80.0
Functional Completeness+5.0
Subtotal+603.8
Usefulness Multiplierx0.91
Final Score+549

Project Details

Project URL
Description
HerdDogg is a technology company that specializes in providing innovative livestock management solutions. Through their advanced animal tracking and data collection systems, HerdDogg offers farmers and ranchers the ability to monitor the health, behavior, and location of their livestock in real-time. Their platform utilizes smart tags and cloud-based analytics to deliver actionable insights, helping to improve animal welfare, optimize farm operations, and increase productivity. By leveraging cutting-edge technology, HerdDogg aims to transform the livestock industry and support sustainable agricultural practices.

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