Round 1 Winners!
Proof of Usefulness Report

TrigGuard AI

Analysis completed on 3/8/2026

+18
Proof of Usefulness Score
You're In Business

The submission for TrigGuard AI presents significant contradictions and red flags. While the description pitches a 'neurodivergent mind’s co-pilot' for mental health, the provided domain (trigguardai.com) displays a cryptic, B2B-style 'Deterministic Execution Control' system for AI safety, suggesting a major disconnect in messaging or product identity. Crucially, the claim that 'most people have used my product' is verifiably false for a project in 'Private Beta (Shadow)' with a 2025 launch date. The revenue metric ('all time marketcap: 500000') is non-standard for a software startup and implies potential confusion with crypto-tokenomics or a lack of business acumen. The project appears early-stage and lacks credible evidence of utility or traction.

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Score Breakdown

Real World Utility+30
Audience Reach Impact+5
Technical Innovation+40
Evidence Of Traction+0
Market Timing Relevance+60
Functional Completeness+10
Subtotal+13.5
Usefulness Multiplierx1.15
Final Score+16

Project Details

Project URL
Description
TrigGuard AI is your neurodivergent mind’s co-pilot — built to protect, not perform. We design trauma-informed, dopamine-sensitive, emotionally intelligent tools that help users manage executive function, impulsivity, burnout, and shutdowns in a world not built for neurodivergent brains. Our platform combines cognitive science, ethical AI, and adaptive design to create support systems that actually work for ADHD, autism, PTSD, and other neurodivergent experiences. 🔐 Privacy-first 🧠 Backed by research 🇬🇧 Built in the UK 🤝 Designed by and for neurodivergent people TrigGuard AI isn’t another productivity app — it’s protection. A digital nervous system for people who’ve had to navigate life unshielded for too long.

Algorithm Insights

Market Position
Growing utility with room for optimization
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