Most people love vibe coding until the app grows.

At some point, prompts stop being enough and everything starts to break:
features clash, logic leaks everywhere, and just ship it turns into rewrites.

Every AI builder eventually hits the same wall:

the AI builds fast, but it doesn t understand the product.

Hi folks

Over the last 14 months, my team and I have been building NativeBridge to remove some of the friction we kept running into with mobile development and testing.

I have a list of 50 people that I would kill to have a coffee with. Niche founders, retired experts, brilliant writers.

But the reality is: They won't read my cold email. And honestly, they shouldn't have to. They are busy.

The 10% Problem
I realized that for all the crawling Google and OpenAI do, they have only captured maybe 10% of human intelligence. The other 90% the "Dark Matter" of wisdom is still locked inside people's heads, private journals, or offline experiences. It is "gatekept" by time and physics.

AI teams are data constrained, not model constrained and waste millions retraining models on data with little or negative impact.

They spend most of their budget collecting, processing, and labeling data without knowing what actually improves performance.

This leads to repeated failed retraining cycles, wasted GPU runs, and slow iteration because teams lack insights in which datasets improve the model and which degrade it.

Hey everybody! Happy New Year! @Climate Savers is now live on Product Hunt. We are building a social-fintech platform to help you save money and get rewarded for living sustainably, giving you climate agency by empowering you to vote with your money.

https://app.climatesavers.io/car...

A solo creator of Kiara - The Money Manager | Budget and Expense Tracker with 100% offline, privacy first design.

Kiara was born from a simple frustration: most money apps demand accounts, cloud sync, and personal data when budgeting should feel calm and private.

To all Clarity's new followers, I've been truly humbled by your support.
I've been developing Clarity alone for well over 13 months now. To have it be presented and receive such positive feedback has been unreal.
Clarity is a long term project, designed to truly change our relationship with caffeine. I can't stress enough, it is not about quitting caffeine.
I want to keep an open forum here so that I'm able to engage with people that are interested in the app and more importantly, the vision.
If people have suggestions, comments or any questions about the app, I'm all ears.
I look forward to hearing from you all - Joe

People sometimes tell me:
Vladyslav, we re fine - clicks are coming, conversions are there. Why complicate things?
And I get it
The problem is that in 2025, a click is no longer a user by default.
Some of those clicks are:
- bots
- fake sessions
- phishing attempts
- or pure noise that quietly corrupts your signals
From the outside, everything looks great.
Inside, chaos builds up - until it shows up as bans, unstable ROI, or broken scaling.
That s exactly why we re building GhostGuard.
Not to scare teams...
But to let marketers grab a coffee without worrying that one harmless click will break everything.
Sometimes security is just common sense!

I m a web & user interface designer based in Bulgaria, Europe, with about 15 years of experience working on projects for small, medium, and large businesses.

I'm a huge fan of pixel-perfect design and sweating the small details that make a big difference.

About 10 years ago, I started my own studio webdesigner.bg where we focus on:

• WordPress & WooCommerce

• Shopify & Wix

• Email design and coding

Hi everyone I m Kritika, building CaptureIQ an AI-powered form builder that helps businesses truly understand their audience and turn responses into meaningful insights.
I m new here and slowly exploring the Product Hunt world learning from fellow makers, reading launch stories, studying successful profiles, and understanding what it really takes to launch.
We re planning to launch CaptureIQ on Product Hunt soon, so I thought I'd first say a warm hi, learn from this amazing community, and get to know the people behind the products I am inspired by.
If you re into AI, product building, or just vibing with curious builders I d love to connect, learn from you, and share this journey together.

Glad to be here!

Hey Product Hunt!

I m the Project Lead for Lensmor.

We ve all been there: You have a folder full of competitor screenshots or a spreadsheet of pricing changes. But the tricky part isn t collecting the data it s knowing what to do with it (and doing it fast enough to matter).

That s why we are building Lensmor. It s the first AI agent that doesn't just alert you to competitor moves it gives you a personalized Action Plan on how to respond.

Hey friends,

I am Elena, founder of NexTry. I am here for the first time and I need your support. We are training models for virtual try-on on 5 million images. You can test them on our website NexTry.app. I need your honest feedback. Not all sections work now, we will fix this soon.

You can change clothes on your own photo, you can change two pieces of clothing, and you can use a mask. Right now only the FashionSwap section works and all three modes inside it: Multiple Garments, Single Garment, Only Clothes.

You can compare this model with any other models. I will be grateful for any feedback, and yes, I was scared to write this post ) like any founder ))) I really want to find support here )

I ve noticed this phenomenon not only on social platforms like LinkedIn or X, but also in Product Hunt discussions.

The more users a platform has, the harder it becomes for your own posts to stand out. But the process can be much simpler than it seems!

Hey everyone

I m Jonas, an engineer with a background in quality and process optimization who s now deep into AI and machine learning.

Lately I ve been building something that uses both to make experimentation a bit smarter; cutting down the trial-and-error and helping ideas move faster from concept to result.

Curious to hear how you re using AI or ML in your own projects, has it changed the way you test, learn, or create?

Hey Product Hunt community!

We just shipped something I'm genuinely excited about Credit-Based Billing is now live on Atlas!

Having worked in the news domain for years, tracking every metric from watch time to engagement to CTR, one insight kept standing out. Despite dashboards showing growth, users weren t feeling satisfied. They were scrolling more but understanding less.

That s when it hit me. We don t have a shortage of information. We have a shortage of clarity.

We built Matrix News for people who value insight over noise with a Premium interface.