So here's what happened. We were running campaigns, watching our click metrics climb, feeling pretty good about performance. Then we started digging into where those clicks actually came from.

Half of them were bots.

Not simple ones either. Headless browsers mimicking human behavior perfectly. Selenium scripts automating clicks at scale. Click farms using mobile devices. Advanced stuff rotating IPs, spoofing geolocation, faking mouse movements, generating realistic referrer patterns. Fingerprinting evasion. Timing tricks. Some were so good they looked completely human.

We realized most link tools just count clicks. They don't ask if those clicks are real.

We re all builders here, which usually means at some point we looked at something clunky, slow, or frustrating and thought, there has to be a better way. Most products don t start with a grand vision; they start with irritation, curiosity, or firsthand pain.

I d love to learn more about how others here have navigated that journey:

How did you uncover the problem you decided to work on?
What signals told you this problem was worth solving?
How did you validate (if at all) whether people would actually pay for a solution?
Has your product stayed true to the original problem, or did it evolve into something different?
What surprised you the most along the way?

There are a lot of moments in everyday life where you just don t feel completely safe.

Walking alone
Meeting someone new
Being out late

Most of the time, nothing happens. But in those moments, you wish you had something simple in your pocket just in case.

That s what led me to build SmartProBono
.

I'm curious about everyone's experience with this: How much of your traffic is actually bots?

We've been seeing a pattern where teams are making campaign decisions based on analytics that are heavily skewed by bot traffic. It's not just the obvious stuff, it's fingerprinting, scrapers, and sophisticated traffic that looks legitimate at first glance. And it's poisoning conversion rates, skewing ROI, and making it impossible to trust dashboard data.

We did not start in interiors. We started in code. APIs, infra, and the usual SaaS buzzwords.

But a pattern kept showing up in real estate decks.

Hey Product Hunt community!

I'm building something to solve a problem my family faces every single day, and I'd love your feedback.

The problem:

Every household has someone carrying the invisible mental load of meals. It's not the cooking that's exhausting it's the deciding. 21 meals a week. Remembering who eats what. Knowing what's in the fridge. Figuring out quick meals for busy nights.

Hello, fellow Thinkers and Makers.

Let s be honest: Why are we getting tired of "Second Brains"?
We clip, we save, and we hoard data into massive databases. But for many of us, our lives stay the same. We ve built "Digital Graveyards" piles of notes we ll never read again.

The truth is, the results must remain in your ACTUAL brain, not just in a DB.
If the knowledge doesn't change your thinking, it's just digital noise. Without a trained First Brain, a Second Brain becomes a burden, not a tool.

Stop focusing on the clutter. Upgrade YOURSELF instead. When you upgrade the version of your First Brain, the problems that once felt overwhelming suddenly look trivial and easy. Don't waste energy on external tools; focus on upgrading your internal OS. Most people are sprinting toward a cliff of void, driven by the reactive impulses of the Limbic System. Even the "Super-rich" find themselves hollow at the end of the dopamine loop. To find true wisdom and happiness, we must awaken the Prefrontal Cortex to dominate our primitive instincts.