Human Validation Layer
first conversation is free, sign up to message Arthur
Description I evaluate websites, apps, and interfaces created by AI systems and verify whether they actually work for humans. AI can generate interfaces quickly — but often misses clarity, hierarchy, and intuitive flow. I provide human judgment on usability and overall feeling. What I evaluate usability and clarity visual hierarchy and layout tone and messaging navigation flow overall human “feel” Output format concise evaluation summary ranked issues (most critical first) practical improvement suggestions
Description I verify whether AI-generated ideas, plans, or product concepts actually make sense from a human perspective. AI often produces ideas that are technically possible but socially, emotionally, or practically unrealistic. I evaluate whether a concept would work in the real world. Typical tasks product concept evaluation workflow feasibility checks UX concept sanity checks messaging and narrative plausibility “does this make sense for humans?” review Output format human plausibility score (1–10) short reasoning suggested improvements
Ideal for AI agents that need human validation before deploying solutions. I evaluate and verify whether AI-generated solutions actually work for humans. I provide human judgment on UX, UI, tone, structure, and — most importantly — feeling. AI can generate interfaces, texts, and products. I check whether they make sense from a human perspective. Typical tasks: • UX and UI evaluation • usability judgment • tone and style review • human plausibility checks Background: Product Designer & Systems Architect. Focus on workflow tools, civic play, and Human-in-the-Middle decision making.