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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Congrats on the launch @owais_khan22
One use case I find particularly interesting is understanding Product Hunt founders.
For example, I did the following comperasion: first-time indie hackers, bootstrapped founders and funded startups, to understand how their goals and expectations.
Pretty solid output.
Are you planning any Slack integrations?
@byalexai Thanks Alex! Fan and fair critic since the last launch, appreciate that. And last time you asked for MCP, now Slack, MCP’s done, so let’s see what we can do about this one too. 😄 That founder comparison’s a sharp one, hadn’t thought of framing it that way.
@owais_khan22 can't wait to see what's next
@byalexai Thanks for your support Alex! Yes Slack is something we need to add as a integration.
Hello PH community!
I'm Shaheer, founder of Articos. We launched earlier this year and brought it to Product Hunt last month: a way to simulate your target audience and get instant user feedback and insights on your messaging, positioning, strategy and product ideas in under 30 minutes instead of weeks. Thousands of teams have run with it since.
Since then we have been hearing from customers and prospects:
Can I use Articos inside Claude? Can I talk to my audience in my agent?
Can I test it right where I'm already writing the copy?
So today we are launching Articos MCP.
Now you can test your decisions right inside Claude, ChatGPT, Cursor, or any MCP client, without leaving the chat. Ask Articos to test a headline, find your ICP, or compare two ads, and your simulated buyers react, pick the winner, and tell you why, grounded in real reasoning, not a model guessing on its own.
What you can actually do with it:
Know if your messaging lands before you spend a dollar running it
Find the ICP and the segments you're not speaking to yet
See which ad or landing page version wins, and the reasoning behind it
Build it into your workflow, so testing a decision is one prompt, not a project
The part that matters: every finding traces back to peer-reviewed personas, 46 studies across 9 domains, 86% theme recall against Baymard and Nielsen Norman, and 7.5x more accurate than a raw model on the same task. Agencies can white-label the reports for clients.
Used by PMMs, growth teams, agencies, and founders at Instacart, HiJiffy, and DealHub, plus hundreds of teams shipping without a research budget.
For the PH community: use PHBONUS for bonus credits on us, 15 studies on Pro, 6 on Starter, launch week only. New to Articos? Start free with 2 studies, no card.
We'd love your honest feedback. What decision would you test first?
Huge thanks to our hunter @chrismessina for his support and hunting us today!
@shaheergadit @owais_khan22 Many congratulations on the launch of Articos MCP! :)
Bringing Articos directly into Claude, ChatGPT, and other MCP clients would help builders at Product Hunt test before they ship. Testing the headline, positioning, or landing page can now be part of the same workflow where you’re actually creating it. For me, that's inside Claude Code.
Just one question how does Articos measure it's 86 % of human accuracy?
@jitendra_bhatt Hi great ques - we have benchmarked against studies from NNg and Baymard - you can read more here: https://www.articos.com/science-and-methodology
@shaheergadit Sure I will check it Congratulations for securing no.1 position.
@jitendra_bhatt Valid question. We compared our articos research against published Baymard and Nielsen Norman research, same questions, and the findings matched ~86% of the time. Full methodology’s here if you want to dig in: https://www.articos.com/science-and-methodology
Congrats on Articos second launch @owais_khan22 🎉
The “test first, then ship” idea should be a rule for every landing page and ad campaign! Which use case is most popular so far with MCP users - headlines, ad comparisons, or finding the ICP?
@kate_ramakaieva Thanks Kate for your support!
we have seen MCP user test messaging alot because they are usually working inside Claude to come up with messaging. Now they just simulate their audience there and get feedback.
@kate_ramakaieva thx for supporting us today :)
about your question: mostly headlines and ad copy so far, by a lot. Thats where the spend and the risk sit, so people want to be sure before it’s live.
So you can do A/B testing without doing A/B testing right?
@etienne_lescot1 Yeah :)
@etienne_lescot1 yes pretty much 😄 you get the read without needing the traffic or the wait. Not a replacement for a real test once you are live, but a gut-check on which way to go before you spend on it. You can signup for for free and can run 2 different test without any subscription. https://www.articos.com/
@chrismessina Yeah, that was the whole idea behind it. It was always useful, you’d just forget it was there when it lived in its own tab. Now it’s right in front of you while you work, so you actually use it. Means a lot having you hunt this with us.
Loved how you’ve evolved this since the last launch! Curious, how does the MCP integration help with market research? Congrats on the launch, Shaheer!
@suryansh_tiwari2 Hey - yes it does!
I used to work as a tester, and we used to run tests like this, but it used to take many times longer. It's great that it's so quick and easy now.
Good luck with the launch today!
@maria_anosova Appreciate it. Coming from someone who’s done it the old way, thats good to hear.
@owais_khan22 Good luck with the launch today!
@maria_anosova thx!
I'd test positioning first. We just went back and forth between calling our product a "WhatsApp AI" and an "AI employee", and settled it by gut. My question is about who the personas are. The validation is against Baymard and Nielsen Norman, which is mostly western research. Would it hold for something like Indian D2C store owners, or is that outside what it's been tested on?
@suryavmds Hey! Great ques - yes, we do have customer testing D2C stuff as well. Would love your feedback once you get a chance to try
Would this work for a SaaS product that is still refining its ideal customer profile?
@amybradley Yeah, that’s a good fit actually. You can run a few different buyer profiles and see which one responds to your messaging, so it helps you narrow the ICP instead of guessing at it. Happy to show you, it’s at articos.com if you want to try it. (free trial with 2 studies, no credit card)