I built 104 free tools solo in 4 months. Here's the honest journey so far.

@talharamzan That's the right move on the measurement gap. Session count sounds like an answer but it isn't one. Return rate per tool, time-to-second-session, same-tool repeat visits — those are what tell you whether you built something useful or just something findable. One thing: don't wait for perfect GA4 before narrowing the subreddit strategy. Set up the measurement and narrow them in parallel. The breadth problem has a faster feedback loop than the tool engagement problem.

Incredible output building 104 tools solo!
​The lesson about generic vs. niche utility tools is so true. Generic tools like PDF converters drive one-off search traffic, but specialized calculators (like your local ones or a freelance vs. salary rate calculator) solve high-intent, recurring problems that actually bring users back.
​Since client-side execution keeps costs low, are you planning to double down on building more financial/calculator tools, or strictly focusing on optimizing the top performers you already have?

Thanks for a great post. Sometimes I think building the tool is the easiest part of the whole thing. Building that trust, making mistakes, trying to discern what's real vs what's just hype reaction, etc., is where the real lessons are learned about what it takes to market and sell digital products. You're definitely not alone in making those mistakes; every single one you listed, I've done in some form or another. One of the downsides of working as a boostrapping founder is the question of "is it just me having all these problems? Am I just a moron for not having seen this in advance? Or does everyone go through learning curve challenges, growing pains, and morning-after regrets like I have?" It's posts like these that give us mere mortals the courage to pick up the pieces and keep trying, because yup, everyone experiences stuff like this. Thanks for the transparency.

104 tools in 4 months is seriously impressive. 👏

What stood out to me most was the lesson about promotion vs. trust. I’ve been experimenting with different communities for my own SaaS, and I’m realizing that simply putting a product in front of people is very different from actually becoming part of the community first.

The 76 to 26 drop isn't failure, it's the actual baseline coming through after launch noise. 76 was a spike. 26 is closer to your real starting number. The question is what those 26 are actually doing on the site.

On Reddit: your instinct to go link-free for 3-4 weeks is right, but I'd add one thing. Pick two or three subreddits where your niche tools specifically belong (r/islam for the Zakat calc, r/Cricket, r/pakistan) and participate genuinely there before you ever touch broader subreddits. The spam filters aren't just counting links, they're detecting off-topic breadth. A focused new account in one community looks completely different from a "promotional tour" hitting 10 subreddits. Which of the niche tools is driving the most organic return visits so far?

The background-remover incident suggests you may need a deletion checklist as much as a build roadmap now that you have 104 tools.

Before removing any public tool, I’d capture four things:

traffic landing directly on that URL, external referrers/backlinks, successful uses versus compute cost, and whether there is a reasonable replacement.

Then I’d avoid deleting the route immediately.

For a tool that is too expensive but still receives traffic, you could first mark it deprecated, keep the URL alive with a short explanation and the closest alternative, and measure how much real demand still arrives for 30 days.

That separates “this feature costs too much” from “nobody values this feature.”

It also gives you better evidence for pruning the other 103 tools. Some may deserve deletion, some may deserve a cheaper implementation, and some may be surprisingly important acquisition pages even if direct usage is low.

With a catalog this large, I suspect disciplined removal will eventually save you as much time as disciplined building.

The 104-tool count may actually be hiding the bigger positioning problem: a visitor has to decide whether DukoTools is an “everything utility site” or a collection of highly specific tools for particular recurring problems. Those are very different reasons to remember a brand. The niche tools have a much clearer “this is exactly for me” signal, while the generic tools risk making the whole product feel interchangeable. I’d be curious whether the homepage is currently asking visitors to understand the breadth first—or helping them immediately recognize the one problem they came to solve.

The "trust before promotion" lesson landing the same way on two different platforms is the tell that it's real, not bad luck. What stands out most is the background remover mistake, that's such a common trap: you cut something for cost reasons without checking what it's actually load-bearing for (a PH listing, an SEO ranking, whatever), and the damage shows up weeks later when you've forgotten you even made the change. That's the kind of thing that's easy to miss when you're solo and juggling 100+ tools. On the GA4 key events point, that's the right call, deciding what to build next off vibes versus actual usage data is the difference between spending a weekend on the right tool and the wrong one. Good luck with the Reddit rebuild, that's a slow, disciplined grind.

Creating 104 tools in just four months is quite a feat, but what really caught my attention was what we learned from the things that didn't work out. ~

You see, after our initial launch, we had a surge of 76 active users, but then it dropped back down to around 26.

This was a good wake-up call, reminding us that getting a lot of users at first and keeping them engaged over time are two very different challenges.

The Reddit and Quora experiences are useful too. It’s easy to think that if the content is genuinely helpful, the platform will treat it that way. In practice, account history, posting patterns, and context matter just as much.

I also like the lesson around infrastructure costs. A small technical decision can become surprisingly expensive once real traffic shows up.

What's really standing out is the traction we're getting on Dev.to - it's looking more promising than the other channels we're using. This makes sense, given that technical content tends to resonate more when it's targeted and specific, rather than trying to push a whole suite of tools all at once. By focusing on the nitty-gritty details, we're likely to see better engagement and interest from our audience.

Talha, this is one of the most honest build-in-public posts I've read on IH. The Reddit and Quora spam detection lesson hits hard I made a similar mistake of posting too much too fast on a new account and got flagged immediately.

Building 104 tools solo in 4 months is genuinely impressive. The niche tools angle is smart Zakat calculator and CNIC validator have almost zero competition, which means easier ranking.

On your AdSense question most makers I've seen recommend waiting until 10K monthly sessions minimum before turning it on. Below that, the revenue is negligible but the UX damage to new visitors is real, especially when you're still trying to build word-of-mouth.

Your Dev to insight about technical deep-dives outperforming promotional posts is something I'm applying to my own tool site right now. Engineering problem posts build genuine trust that 'check out my tool' posts never will.

What's your current average session duration? That might reveal which tools are actually keeping users engaged versus which ones they bounce from immediately.

A helpful answer and a product link can still look like a campaign if the same domain keeps showing up. I'd spend a few weeks answering in your target communities without linking at all. Keep DukoTools in your profile, and only mention a specific tool when someone asks for one. Also, slow down and stick to one or two communities so people start to know your name. The boring trust-building route is slower, but it is much less likely to send you back to zero with another ban.

The distribution problem you're hitting isn't really a distribution problem. Reddit bans and Quora flags are the symptom, not the disease.

You built 104 one-off utility tools. A user needs to compress a PDF, finds your site, uses it, leaves, never comes back. Perfect distribution strategy for that is irrelevant - Reddit and Quora can tell you're promoting because you ARE promoting something that only matters on first visit.

The Zakat calculator, WAPDA bill calculator, CNIC validator? Those are different animals. Someone bookmarks those because they need them every month or every quarter. They return to that URL because it solved a real recurring problem. That's why those tools don't trigger spam detection - they're genuinely useful in the context of "people search for this specific thing regularly."

The 76-to-26 drop you're seeing isn't a conversion funnel. It's measurement lag. You don't actually know yet if those 26 are returning to the same tool twice, or if they're 26 different people, each visiting one tool once. GA4 will answer that, but here's the bet I'd make: your niche tools have a 3-week return window around their use case (Ramadan for Zakat, bill-payment time for WAPDA). Your generic tools don't.

Forget distribution strategy. Find which of your 104 tools has people returning within 30 days. That's your moat. Build the next 20 tools in that category instead of trying to make PDFs and image converters the winner.

The sheer volume of 104 tools in four months is impressive, but the real play here seems to be your focus on local-specific utilities like the Zakat and WAPDA calculators. Most developers chase generic global tools, but by solving highly specific regional pain points, you've built a defensible moat that a generic PDF converter can't easily replicate. Since you are running these client-side, have you tracked if users are returning to specific pages as recurring utility hubs? It might be worth looking at your logs to see which of those niche tools acts as your primary 'anchor' to bring in organic search traffic versus which ones get one-off usage. Focusing your maintenance and future build efforts on those high-intent categories rather than expanding the total count might offer better long-term compounding.

I think your biggest takeaway is bigger than Reddit or Quora. You built 104 tools, but your niche tools are the ones people actually remember. I'd double down on those instead of trying to compete as another "everything tools" site. Distribution matters, but a clear reason to exist matters even more.

The GA4 point stood out — especially after four months of learning mostly from traffic and channel-level signals.

Once you can see actual tool usage, what decision are you most hoping that evidence will let you make with confidence?

The 76 → 26 drop isn't a failure, it's the actual signal. 76 was the launch spike, 26 is the number of people who had a reason to come back. A spike tells you distribution worked; the floor tells you whether a tool earns a repeat visit. Before turning AdSense on, I'd track one number: % of users who return within 7 days to a tool that isn't part of the launch push. One returning loop beats 104 one-off tools.