Proof of Usefulness Report

ViralMoment

Analysis completed on 2/3/2026

+605
Proof of Usefulness Score
Category Standard

ViralMoment is a verified, high-traction AI startup backed by Techstars and Carnegie Mellon, with a recent $2.5M seed round (Jan 2024). External validation confirms tier-1 enterprise clients including Disney, Coca-Cola, and Warner Bros. The platform leverages proprietary computer vision (founders have NASA/DoD backgrounds) to analyze video content, offering significant innovation over standard metadata-based social listening. However, the submission form itself was filled with low-quality, nonsensical data (e.g., 'most people have used my product', 'marketcap: null'), which severely penalized the Response Quality score. The final score reflects the high verifiable value of the business despite the poor submission effort.

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Score Breakdown

Real World Utility+135.0
Audience Reach Impact+96.0
Technical Innovation+135.0
Evidence Of Traction+142.5
Market Timing Relevance+114.0
Functional Completeness+5.0
Subtotal602.5)
Usefulness Multiplierx1.005
Final Score+605

Project Details

Description
Uncover Social Video Insights with ViralMoment AI. We see social video differently and use AI-powered insights to cut through the algorithm fog. With us, you see trends before they emerge. We are not your grandma's social listening tool. We're an AI-powered, machine learning-driven, B2B SaaS social intelligence platform. We specialize in demystifying social video platforms like TikTok. We go beyond hashtags and dive deep into content inside videos, which is influencing your audience's beliefs, behaviors, and purchasing decisions. Unlike traditional tools, our platform uses cutting-edge artificial intelligence to unlock key metrics in social video that others don't. We empower your content strategy, remove algorithm fog, and let you grasp the full power of social video. Our mission? To make the internet a better place by shining a light on trends on social video platforms. We've worked with clients, including Coca-Cola, Disney, Warner Bros, NBCUniversal, and Delta, that trust us to provide smarter social measurement tools. We're rooted in Techstars, Stanford and Carnegie Mellon, cornerstones that have enriched our commitment to innovation, empowerment, creativity, and collaboration. Whether you're an Insights Director, CMO, Social Media Lead, or working in any role related to social intelligence, social listening or social analytics, we're here to help you see the bigger picture in ways others can't. Don't stay in the dark. Reach out for a discovery call, subscribe to our newsletter, and follow us on LinkedIn to stay ahead of social video trends. We're here to help you go viral, smarter not harder!

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