Most teams ship, then hope it lands. Articos MCP lets you check first. Right inside Claude or ChatGPT, run your headlines, positioning, or pages past simulated buyers based on your actual customers, and see how they respond before it goes out. Validated against human research from Baymard and Nielsen Norman, it agrees 86% of the time.