Articos MCP - See how simulated buyers react, right in your agent
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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.


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Love how you can test headlines and ad copy with simulated buyers right inside Claude or ChatGPT.
Getting feedback before launching a campaign can save a lot of time and money. It’s always better to validate an idea before putting it out there!
@hareesh_vemasani indeed, thanks for the support!
this is exactly our problem right now: people land on the homepage, some even try the search, and then leave without signing up. would the simulated buyers tell you why they'd leave, or mostly score which headline wins? and how do the personas behave when the product covers two jobs at once (we do public tenders plus buying posts on reddit/linkedin), does it pick one audience or judge both?