Convert or Not simulates first-time user sessions on your site. It clicks, scrolls, and attempts to complete key actions like signup, revealing where your target users hesitate, drop and why. Use it to understand and fix conversion gaps before real users are lost.
If you don’t have time for user research, this simulates your target first-time users clicking, scrolling, and using your site, and shows where they drop off and why.
I kept seeing users get close to signing up, then stop. This tries to show where, and more importantly, why that happens
I just ran this against a product in my Shopify build, and it did a solid job surfacing conversion gaps, UX friction points, and a few overlooked optimization opportunities. So far, I’m impressed.
What stood out most was the ability to execute a single simulation across three distinct scenarios—great for comparative analysis—and the flexibility to customize those scenarios in real time.
Are there plans to support native integrations with platforms like Shopify or other e-commerce stacks?
cool idea, congrats on the launch! would be great to have some kind of indication how long the user simulations will take - they take a while, and i don't want to just sit there waiting. either a browser notification when they finish, or an estimated timeline. can't really comment on output quality, since my test run is still queued. which model are you using in the background?
Interesting idea, I wish I knew about this a day before at least.
I tried the website out and it was straight forward except for a couple of things: 1. It wasn't very clear that I can run one single persona and it took me quite a bit of time till I realized how to run a single one not all 3. I thought the Edit part would only edit the persona and not exclusively run it. 2. When I ran that one single persona against my website, it went to the queue (which is fine), however, 45 minutes later and it is still in queue. Not sure if that is intended or not.
Does it notify me when it is done? I kept refreshing to see if it finished the analysis or not.
Nonetheless, congratulations on the release.
Just ran it on our landing page and damn, it caught a friction point on our pricing section I've been blind to for weeks. The persona-based simulation is what sells it — generic "user testing" tools miss the fact that a CTO and a marketing lead look at the same page completely differently. Would love to see a comparison mode where you can run the same page with different personas side by side.
Hey Junu, this is a great idea as I'm just launching and would love to know more on how users will use my landing page. I just signed up but now I'm stuck on a blank screen. Any suggestions?
Congrats on the launch! 🎉
Honestly the timing of this is uncanny. I've literally spent today trying to figure out how to get real test users for my own product. Watching people drop off without knowing why is one of the most frustrating parts of being a solo founder. You build something, you ship it, and then... silence. Was it the headline? The pricing? The signup flow? You're guessing.
A simulated first-time session that tells you where people hesitate is genuinely useful , especially in that gap before you have enough real traffic to A/B test anything.
Quick question: how close does the simulation get to real human hesitation? Like does it catch the "I don't understand what this does in 5 seconds" moment, or is it more about UX friction (broken buttons, confusing flows)? Curious where it sits on that spectrum.
Either way, congrats
Congrats on the launch! This is really interesting, I had to give it a go on my site PromptBase where I spend a lot of time optimising for CRO. I liked how it was super simple to just paste in a URL and also choose the customer persona. I got a score of 5/100 (not converted) but not sure it ran successfully. Would love to achieve a successful run!
This is most useful for new SAAS products testing with real users is always expensive!
Could be interesting to see or simulate how users will interact. How are you modeling a first-time user? Is it rule based flows, LLM-driven reasoning or something else?
Alright this is scary relevant. I just launched my app and I'm watching people hit the landing page and vanish. The gap between 'someone visited' and 'someone downloaded' is where indie devs go to cry. Real question: does it simulate mobile users too? Because 70%+ of my traffic is mobile and desktop testing tells you almost nothing about that experience.
Would you ever work on a version for mobile apps? I would love to be able to simulate first-time user sessions on our mobile app on both iOS and Android and understand more about our user behavior
About Convert or Not on Product Hunt
“Simulate first-time users. See why they drop off”
Convert or Not launched on Product Hunt on April 9th, 2026 and earned 165 upvotes and 37 comments, placing #14 on the daily leaderboard. Convert or Not simulates first-time user sessions on your site. It clicks, scrolls, and attempts to complete key actions like signup, revealing where your target users hesitate, drop and why. Use it to understand and fix conversion gaps before real users are lost.
Convert or Not was featured in Analytics (171.4k followers), Artificial Intelligence (466.2k followers) and Alpha (11 followers) on Product Hunt. Together, these topics include over 100.8k products, making this a competitive space to launch in.
Who hunted Convert or Not?
Convert or Not was hunted by Junu Yang. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
Want to see how Convert or Not stacked up against nearby launches in real time? Check out the live launch dashboard for upvote speed charts, proximity comparisons, and more analytics.
Junu Yang
If you don’t have time for user research, this simulates your target first-time users clicking, scrolling, and using your site, and shows where they drop off and why.
I kept seeing users get close to signing up, then stop. This tries to show where, and more importantly, why that happens