Launching today

Articos
Launch with confidence, not gut instinct
812 followers
Launch with confidence, not gut instinct
812 followers
Articos helps SaaS teams, agencies, and founders test messaging, positioning, and landing pages against simulated personas matched to your ICP. Real audience signal in under 30 minutes. Peer-reviewed at 86% human accuracy vs Baymard and Nielsen Norman.











Osaurus
In prepping for this launch, @shaheergadit and @owais_khan22 ran my @Minara tagline rewrite through Articos live.
The original “Run your own Wall Street” scored 4.5 (which is still on their homepage) while my rewrite—“Research, plan and invest in one chat”—scored 6.2.
Minara reached #1 on their Product Hunt launch, demonstrating that differentiated language won't matter much if nobody gets what you're trying to say!
Articos lets you test messaging against simulated personas matched to your ICP, and then interrogate their reasoning, and get a report back in under 30 minutes.
If you're prepping for your [Product Hunt] launch and arguing over copy in Slack… try Articos as the dealbreaker!
Articos
@chrismessina Thx Chris! Appreciate your support
Articos
@chrismessina thanks for all your feedback and support!
FuseBase
How does Articos compare to running an actual user panel through one of the message testing platforms? I am sure faster, but how's the quality holding up here?
All the best for the launch @owais_khan22
Articos
@kate_ramakaieva Appreciate your help here.
Interesting question on the comparison. Real panels are still a great option if you have weeks and thousands of dollars to spend. Teams switching to Articos usually mention the 2-3 week timeline and $1.5k to $3k (or even more) per study as the friction.
On quality, our methodology is peer-reviewed at 86% human accuracy vs Baymard and Nielsen Norman, and 7x better than general LLMs. I think the real shift is not quality vs speed. It's making research economical enough to run for every decision, not just the big ones.
Scarlett.
Congrats on the launch @owais_khan22 and @shaheergadit ! Just signed up and tested Articos. The onboarding is incredibly fast.
I also really liked how many questions it asks before giving you the final insights. It feels surprisingly detailed rather than just generating a quick generic AI response.
Could Articos eventually generate personas from Reddit threads, G2 reviews, X post/Product Hunt or public community discussions? Probably to share a social media and to try to do a quick research?
Articos
@byalexai thanks Aleksandar - this is on the roadmap!
The standard way of creating positioning maps and messaging pillars have always been doing comprehensive internal stakeholders interviews, customer interviews, reading in-depth market research, looking at the competition (where it stands, what kind of customers they attract) and probable proof (benchmarks, use case based outcomes).
I will put Articos to test in couple of days for a client I am working with and see what it brings me back. I will definitely circle back with the results.
Congrats on the launch, Shaheer and Owais.
Articos
@invinciblesaad Thx Saad - keep us posted on your tests.
Articos
@invinciblesaad Appreciate your help and thoughts here.
Would really value your take once you put Articos through the client project. Curious to see where it holds up and where you would want it to go further. Please do share the results 🙏
KIVA (By Wellows)
Wellows has been an early user of Articos. We have used Articos to conduct user interviews and find unmet needs of our potential target audience. The insights really helped us shape our ICP and positioning.
Amazing work done by Articos and team. Good luck:)
Articos
@masabgadit thanks. You guys were early and gave us some of the toughest feedback :)
Articos
Hey Product Hunt
I am Shaheer, founder of Articos. I spent years in product at Cloudways (acquired for $350M) and at DigitalOcean. Every time we planned a launch, positioning, or new angle, the same thing happened: real audience input cost thousands of dollars and took 4 to 8 weeks, sometimes more. So teams shipped on gut after a Slack debate.
Articos helps SaaS teams, agencies, and founders launch with confidence, not gut. Get structured user insights and feedback in under 30 minutes at a fraction of cost
Here's how it works:
Pick your research type (message testing, landing page testing, user interview, A/B test)
Share what you're testing, where it will run, and who it's for
Get findings from simulated personas matched to your ICP
Why teams use Articos:
Peer-reviewed methodology across 46 studies in 9 industries, 86% accurate against Baymard and Nielsen Norman
7.5x more accurate than ChatGPT or Claude for the same research task
Every finding traces back to specific persona reasoning
White-label reports for agencies presenting to clients
Used by PMMs, growth teams, agencies, and founders at Instacart, HiJiffy, and DealHub, plus hundreds of teams shipping without a research budget.
We just shipped live calls with personas. You can now talk to your simulated audience in real time.
For Product Hunt makers: PH40 gets you 40% off Starter and Pro monthly plans, launch week only. Or try free with 2 researches, no card required.
We'd love your honest feedback. What decision would you test first?
Huge thanks to our hunter Chris Messina for hunting us today.
— Shaheer
Articos
@tehreem_fatima5 Hi - Tehreem
The 7.5× is based on theme-recovery F1. Articos scored 0.619 F1 vs. 0.082 for bare GPT, using published findings from Baymard, Nielsen Norman Group, and peer-reviewed research as the ground truth. Themes were matched semantically against those expert findings and scored on precision + recall, with the full system recovering 86.3% of reference themes at 49.2% precision.
you can read more about this on our /science-and-methodology page on website
Cloudways by DigitalOcean
@shaheergadit I have used Articos at Cloudways to validate our messaging for some of our campaigns. The turn around time is super fast and helped us improve our messaging a lot. Without Articos, it wouldn't have been possible to test and iterate this fast. Congrats Shaheer and team on launch!
Articos
@usama_zafar_do Thx Usama for your help and partnership!
@shaheergadit Owais and Shaheer, congratulations on the launch of Articos!
I hunted @Userology last year, and that’s where I first learned about synthetic personas.
Articos feels like a really refreshing product and a great fit for the Product Hunt community, since so many builders are looking to gather feedback early.
Do you have a demo or sample report I could take a look at?
Articos
@rohanrecommends Thanks a lot!
Userology was early in this category and did a decent job.
Articos is built for builders, operators, and marketers like you. Run a study with synthetic personas matched to your ICP and get findings in under 30 minutes. 86% human accuracy, plus 7x better than tools like ChatGPT/Claude.
And yes you can try it out with a free 7 day trial, no card needed, and 2 free studies to play with. Here's the link if you want to spin it up: https://www.articos.com/
@shaheergadit I came across Articos last month and have been using it to test the content I write for my audience to understand how will they react to it. it's been super heplful so far and the output helps me improve my content.
Articos
@priya_kushwaha1 Thx Priya - you have been great!
@shaheergadit How different are the results compared to testing with actual users ?
Articos
@dipanshu_kushwaha5 from the benchmarks we have done - we have seen a 86% similarity as compared to real world human research. You can read more here: https://www.articos.com/science-and-methodology
A friend introduced me to @Articos several weeks back. Since then I have been close to Articos and Shaheer and it's been fascinating to see how they have evolved and grown.
Articos
@vikramp7470 Appreciate your partnership and support