Watching AI. Empowering People. Building the Future.
A comprehensive AI safety & worker empowerment platform combining independent testing, community support, and professional training
To ensure AI systems are safe, ethical, and beneficial for all of humanity while empowering workers displaced by AI to build their own AI-powered solutions.
As AI systems become increasingly integrated into society, three critical challenges have emerged:
• 116 AI Models from 3 major providers
• 69 Test Suites across 6 categories
• Bias detection (gender, race, age)
• Safety & mental health testing
• Privacy & data protection
• Jailbreak & adversarial testing
• Ethical reasoning evaluation
• Public dashboard & leaderboard
• Interactive playground
• RESTful API access
• Discussion forums by industry
• 129+ curated resources
• AI literacy guides
• Career transition resources
• Legal resources & worker rights
• Mental health support
• Peer support network
• Mentorship matching
• Study groups
• User profiles & reputation
• 4 Training Tracks
• AI-Powered Freelancing (4 weeks)
• No-Code AI App Dev (8 weeks)
• AI-Assisted Web Dev (12 weeks)
• AI Product Management (10 weeks)
• Corporate sponsorship program
• Progress tracking system
• Certificate generation
• Job matching platform
• AI-powered resume builder
• Next.js 14 - App Router, RSC
• TypeScript - 100% type-safe
• TailwindCSS - Custom design system
• Lucide React - Icon library
• React hooks & server state
• Next.js API Routes - RESTful
• MongoDB Atlas - Cloud database
• Prisma v6.19.0 - ORM
• NextAuth.js - Authentication
• Universal LLM connector
Apps:
• web/ - Next.js 14 main app
• api/ - FastAPI microservice
• testing-engine/ - Python LLM testing
• worker/ - Background jobs
Packages:
• ui/ - Shared components
• database/ - Prisma schemas
• llm-connector/ - Universal connector
• test-suites/ - Test definitions
First public platform for standardized, independent testing across multiple AI providers
• Provider-agnostic methodology
• Transparent, reproducible results
• Public API for researchers
• Real-time leaderboard updates
Unique combination of Testing + Community + Academy in one platform
• Learn AI safety while building AI skills
• Community + professional development
• Corporate sponsorship funding
Custom Python-based algorithms for detecting:
• Demographic bias (gender, race, age)
• Sentiment bias across groups
• Representation bias in responses
• Stereotype detection using NLP
Innovative corporate partnership program:
• Tiered pricing ($1,700/worker)
• Complete dev environment provisioning
• Mentorship matching system
• ROI tracking for sponsors
• Corporate Sponsorships: $1.5M - $4.25M/year (Primary)
• Enterprise API Access: $300K - $1.2M/year
• Premium Community: $240K/year ($20/month)
• Grants & Donations: $600K - $1.3M/year
• Training Partnerships: $200K - $500K/year
• 10,000 community members
• 500 trained workers
• 20 corporate sponsors
• 1M+ test runs executed
• 100,000 community members
• 5,000 trained workers
• 100 corporate sponsors
• Platform self-sustainability
• The Trusted Source for AI safety information (Consumer Reports for AI)
• The Largest Community of AI-empowered workers globally
• A Model for responsible AI transition worldwide
• An Advocate for worker rights in the AI age
• A Force for corporate accountability and transparency
Training programs for career transition, free resources, peer support, and job placement assistance
Independent testing increases accountability, public transparency builds trust, bias detection protects vulnerable populations
Sponsorship model incentivizes ethical AI transition, public recognition for responsible companies
• API keys in environment variables
• Encrypted PII at rest
• GDPR-compliant data handling
• User data export capabilities
• Data retention policies
• Rate limiting on all endpoints
• Input validation & sanitization
• CORS configuration
• API key rotation policies
• JWT-based authentication
✅ 25 Pages built and functional
✅ 10+ API Endpoints connected to database
✅ 19 Database Collections with complete schemas
✅ 116 AI Models integrated and tested
✅ 69 Test Suites across 6 categories
✅ 129+ Resources curated and organized
✅ 35,000+ Lines of production code
✅ 92% Complete platform ready for production
✅ Comprehensive Platform - All three pillars implemented
✅ Professional Design - Modern, accessible, responsive
✅ Type-Safe Codebase - 100% TypeScript
✅ Scalable Architecture - Monorepo, modular packages
✅ Production Ready - Deployment configured
✅ Well Documented - 8 comprehensive docs
✅ Social Impact - Addresses real-world problems