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?

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 built Super Clouds for teams tired of overpaying on AWS, GCP, and Azure. Same compute, storage, and networking you're used to, but at a fraction of the cost. No surprise bills. No complex pricing pages. Just clean, powerful cloud hosting with real human support.

If you're a startup watching every dollar or an enterprise looking to cut cloud spend, check it out. Would love feedback from the community.

https://superclouds.io

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.

I loved to use OpenClaw as it can do tasks by itself, so I built a platform where you can get your own OpenClaw without necessity to set up anything.
It takes less than 5 minutes. The hard part is on me: I set up a secure remote server, install latest OpenClaw version, get the browser for it, make sure only you have access to your agent and apply the initial setup, including good affordable model as a default one for simpler tasks for you to start.
You can change the model later. The cost of initial one for me was surprising -- doing daily scheduled searches for keywords (like your company name mentions) was under 5$ worth of AI credits per month.
Bigger models are recommended for more serious tasks, like preparing documentation and roadmap for your project. I'll be sharing more interesting use cases for the businesses soon here:
safecrab.com

You can stop your agent from my dashboard and start it whenever you choose, in case you don't want it to do stuff while you sleep.
When you start it -- the connection you get is with you: talk to your AI agent from messenger any time.

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.

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
.