Malani Willa

Malani Willa

Architects

Forums

The cost of technical debt: a longitudinal study of 100 startups.

We analyzed the codebases of 100 startups that hit a scalability wall (*)
The goal was not to find the most exotic bug. The goal was to find the most common, expensive, and preventable patterns of failure.

The results were almost identical across 85% of them. Here is what the data says.

The Timeline to Failure

Months 1 6: Everything worked. Fast releases. Happy customers. No time for architecture.

Guess what day most people lose their streak!

Hey ProductHunt!

Trophy is now powering over 24M streaks which is kind of crazy to think about considering we only launched 1.0 here in January this year.
One of the parts I find most interesting about building horizontal infrastructure is that as you scale and power more and more products you get to see insights that most teams building in isolation will only see a part of, and you can use those insights to make the the infrastructure better for everyone.
For example, because we power streaks for so many users, Trophy can tell that 25% of all streaks are lost on a Friday, closely followed by Saturday (19%) and then Wednesday (18%).

Just got Featured Today! Would be gratefull for more feedback today for ClarifierAI

What it is: ClarifierAI is an iOS keyboard extension that improves your writing with AI directly where you type no switching apps, no copy-pasting.

How it works: You type normally, tap the Clarify button, and AI rewrites/fixes/translates your text inline. Changed words are highlighted so you can tap to revert individual edits you don't like.

We just launched our Alpha and we need your honest feedback.

I built Prodshort because I understood after my previous companies that the hard thing is not to Build but to Sell.
But because I'm a builder, not a seller. I decided to build something that Sells for me.
And Because the trend is Founder Led Marketing, I decided to build something that Create content on your behalf.
But there was a lot of AI tools out there. So I decided to go the opposite way, make it the most authentic possible.
I want you to create content when you are not even aware of it.
And honestly it worked for me. Many people tell me it's amazing but to keep it honest, NO ONE PAYED, and that's the only KPI I'm looking at.
For now, I have feedback about the landing page being too AI generated, and doesn't reflect the quality of our product.
And Builder socially scared from sharing there first content.
Let me know what you think https://www.producthunt.com/prod...

Part time developer, part time cubicle guy here!

Hi everyone! I'm new here and want to introduce myself to the community!

My name is Tobias, I'm from Germany and I'm in the business for quite a while now - started with website development and design, moved on to ios development, and (skipping a few steps here) landed in the product owner business a while ago. I always had a strong opinion on design and user experience.

Release Notes: April 2, 2026 - Listen Mode is here with audio playback in a voice you can clone

We've just shipped one of our most requested features. With Listen Mode, any content you save to Recall (articles, podcasts, YouTube videos, PDFs, web pages) can now be summarized and read back to you as audio. Pick from our library of built-in voices, or clone a voice of your own.

I cloned my dad's voice so he can read me my morning podcast summary. Check us out in action below!

48 Hours, $2398 in Sales and my story 😄

I wrote something like this back in 2023. Life was slower then. Fewer people knew me, fewer people used what I built. Now, more people are coming, using my work, trusting it. And sometimes I think should I clean things up, remove old things that don t move anymore? But I don t. I just let them stay.

When I started building saas, I didn t know what would happen. I was just one person, sitting with a laptop, trying to build something simple. I had a job before. Life was okay. But inside, I felt something was missing. So I left that path and started this, not knowing where it would go.

The early days were quiet. I built, I changed things, I made mistakes. Many things didn t work. Many nights felt very long. Sometimes I forgot why I even started. But still, I kept going, slowly.

Then I launched Slashit App. I didn t expect much. Maybe a few people would try it, maybe no one would care.

$1,033 USD in 24 hours from our AppSumo launch.

We launched Slashit App yesterday on appsumo and completed the first 24 hours since launch.

Here s what happened:
-> $1,033.56 in sales
-> 18 new customers
-> Featured in Top 9 deals
-> 2 reviews with 5

What we did mostly last 24 hours? If I will share this, you will not trust us, yes you will not trust us. We slept 2 hours each. That mean I slept 2 hours and my partner slept 2 hours in this last 24 hours. Still working hard for next 24 hours.

We replied all the questions, support message within minutes. Asked brutal feedback for improvements for our users. Shared possible solution to users that they are facing.

Landon Reid

24d ago

We help you know what you can build on any property in 20 seconds (not 2 months)

Hey PH! I'm Landon, founder of ReadyPermit.ai.

We help real estate investors, developers, and homeowners know what they can build on any property in 20 seconds. What consultants charge $3,500+ for and take months -- we deliver instantly.

Rankfenderp/rankfenderImed Radhouani

25d ago

We gave AI our entire competitor tracking data and asked it to predict who would beat us.

Six months ago, we ran an experiment with our own data.

At Rankfender, we tracked 5 of our own competitors across 8 AI systems. We log their share of voice, citation velocity, content gaps, platform variance. Months of raw numbers sitting in a dashboard.

I pulled 6 months of data and fed it into Claude. One question: "Based on this, who is most likely to overtake us in the next 6 months? Show your work. Use the data. Don't summarize. Give me the numbers."

The answer changed how I think about competition.

10+ Years of Backend Experience Taught Me How (Not) to Use AI

I want to talk about how I built @MCPCore - a cloud platform where developers create, deploy, and manage MCP servers from their browser - and what 10+ years of backend experience taught me about using AI in production work. Not the hype version. The honest one.

Every idea is already taken. So what?

I'm a backend engineer. I've spent most of my career building server-side systems, and I currently lead a backend team at my company. At some point I wanted to build something of my own. A product. Something real.

Spoke to hundreds of businesses in last 4 years, here's what I learned

Over the last 4 years I have spoken to hundreds of companies.

Here is what I learned:

We're launching RCGE v2.2 soon. Help us not build something you'll hate.

We're enhancing Rankfender's Content Generation Engine (RCGE) and v2.2 is coming in the next few weeks. Before we lock things in, we want to know what actually matters to people who use content generation tools.

Here's what RCGE already does:

  • Intelligence. It analyzes the top 10 ranking articles for any keyword and identifies patterns. What structure do they use? What headers? What formatting? What makes them get cited by AI? Then it builds a brief based on what actually works, not guesswork.

  • Structure control. You can add, remove, and reorganize H2s before generation. No fixed templates. You decide the flow.

  • Inline images. Generated articles include images, not just text walls.

  • Regeneration. Mess up one paragraph? Regenerate just that part. Not the whole article.

What we're adding in v2.2:

X Launch vs LinkedIn

We went live on X, hit 200k+ views: https://x.com/gauravsbuilding/st...
But I have a feeling we can do better on LinkedIn, what's your experience?https://www.linkedin.com/posts/g...?