How Signals Lab Tests Claims
Every signal gets stress-tested through 8 validation lenses powered by AGIsGEM* logic. No fluff. No hype. Just structured reality checks that separate fact from fantasy.
🎯 DEMAND SIGNAL
Are real buyers showing up, or is this just Twitter noise? We track actual market activity – wallets, sign-ups, waitlists – not vibes.
⚡ DIFFERENTIATION
Is this genuinely new, or just old wine in new bottles? We dig into what makes a claim stand apart from existing solutions.
🔧 EXECUTION COMPLEXITY
Cool idea. But can they actually build it? We assess technical debt, team capability, and the gap between vision and reality.
🚧 ADOPTION FRICTION
What’s going to slow this down in the real world? Regulation, user habits, infrastructure gaps – we map the roadblocks.
📊 DATA AVAILABILITY
How much is hard evidence vs. hopeful projections? We grade claims on verifiable data, not pitch deck promises.
⚖️ REGULATORY EXPOSURE
Could regulators kill this tomorrow? We scan for legal landmines and compliance blind spots.
💰 UNIT ECONOMICS
Does the maths actually work at scale? We stress-test the business model assumptions.
⏱️ TIMELINE REALISM
Are those timelines achievable, or pure fantasy? We benchmark against comparable projects and real-world delivery patterns.
Signals Lab publishes public signal analysis powered by AGIsGEM*. This is not financial, investment, or commercial advice. Assessments reflect publicly available information and may change as new data emerges.
*AGIsGEM is a verification engine built for real-world asset and blockchain authentication that tests claims by breaking them into assumptions and checking them against observable evidence and execution reality.
📡 Latest Signal Reports
Browse our latest signal analysis reports. Each report runs through our 8-lens validation framework to separate hype from reality.
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