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?

Today isn t about chasing the Product of the Day badge it s about connecting with fellow founders, builders, makers, and hunters who believe the next wave of productivity will be AI-native.
We re inviting a small circle of curious minds to test-drive our early flow, share feedback, and become founding users shaping the future of work.
What s in it for you?
1. 1+ month of free premium access to explore our AI-native workspace
2. 750K AI tokens to play, experiment, and push the limits of our automation engine
3. Direct influence on how we design the tools powering the next decade of productivity.
Over the next month, we ll be refining with this early tribe and trust me, something big is cooking.
For now, we seek the love of a few, not the applause of many. If that resonates join us, test the flow, and shape the way we work.

I'm a solo female traveler who's been exploring India for 5+ years. Every time I planned a trip, the safety advice was always the same: "Be careful." "Trust your gut." "Delhi is dangerous for women."

Last year I was planning a solo trip and got so frustrated with vague warnings that I almost canceled. Then I realized - these articles aren't written by people who've actually solo traveled there recently. They're just recycling generic advice.

I've been quietly building AuraCanvas for the past several months and just got a new version approved today. Felt like the right moment to share it here.

The idea is simple. You draw on a dark canvas - anything, there are no wrong moves. Some people just draw and stop there. Others tap Evolve and watch the app grow something new from what they made. Every evolution is different. The same drawing evolved twice will never look the same.

What I didn't expect was what people started telling me after launch.

They said they open it when anxiety creeps in. When the day gets too loud. When they need somewhere to go that isn't a notification feed. There's something about drawing slowly and watching light respond to your touch that genuinely quiets the mind. That feedback changed how I think about what I built, and I leaned into it completely.

It's free to download. One single purchase unlocks everything. No subscription, ever.

I'd genuinely love feedback from this community, especially on whether the calm and creativity angle feels authentic or like I'm reaching.

Download on Appstore
Website: auracanvas.app

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.

After working with multiple marketing accounts, I kept running into the same issue:

Reporting wasn t hard because of data collection.

It was hard because:

• clients didn t fully trust the numbers

• small fluctuations created unnecessary panic

• and most of the time went into explaining results, not improving them

Road to 1,000,000 #Votap users Day 58 | Current: 1288