WhatA data journalism platform that tracks actual job losses and gains attributable to AI adoption using verified company filings, earnings calls, and hiring data — cutting through both hype and denial.
SignalCommenters are deeply frustrated that companies are AI-washing layoffs for stock price bumps while actual data shows almost no AI-driven job displacement yet — people want an honest, evidence-based tracker they can trust instead of vibes from either doomers or boosters.
Why NowThe gap between AI layoff narratives and reality has become a mainstream story in 2025-2026 (Klarna reversals, NBER study showing 90% zero impact), creating demand for a neutral arbiter of what is actually happening.
MarketJournalists, policy makers, investors doing due diligence, and individual workers making career decisions; monetizable via enterprise subscriptions and media licensing; no direct competitor occupies this specific niche.
MoatFirst-mover data accumulation — building a longitudinal dataset of verified AI-vs-non-AI workforce changes that becomes the authoritative reference over time.
Prediction Market Integrity and Threat Detection PlatformP5/10A compliance and safety layer for prediction markets that monitors for manipulation attempts, detects coordinated pressure campaigns against information sources, and flags threats to journalists or resolution sources in real time.
Athlete and Public Figure Threat Intelligence ServiceC5/10A specialized digital threat monitoring and rapid-response service for athletes, journalists, and public figures who face gambling-related harassment and death threats across social platforms.
Real-Time Institutional Trust Index for InvestorsC6/10A data platform that quantifies institutional trust levels across countries and regions using real-time signals (contract enforcement data, corruption indices, regulatory stability metrics) to help investors and multinationals assess political risk for long-term capital deployment.
Cross-Border Contract Enforcement Automation PlatformC5/10A platform that automates and streamlines cross-border contract enforcement by mapping legal frameworks, pre-structuring dispute resolution clauses, and connecting parties to jurisdiction-appropriate arbitration — reducing the 'trust tax' of international business.
Turnkey Local Voice Assistant Hardware ApplianceP6/10A pre-configured home server appliance that runs a complete local voice assistant stack (wake word, STT, LLM, TTS) out of the box with no technical setup required.
Superior Open-Source Wake Word Detection HardwareC7/10A dedicated microphone array module with beamforming and optimized on-device wake word detection, designed as a drop-in satellite for Home Assistant and other open voice platforms.