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Hey {{first_name | there}},
Most people building AI products in 2026 are doing it backwards.
They wake up with an idea, vibe code something over a weekend, post it on Product Hunt, and then wonder why nobody shows up.
This won’t make you any money because you’re focusing on the completely wrong thing.
So let's talk about how to not do that.
The product that makes me $3k/month
It's not a complex SaaS platform. Neither did it take six months of development.
It's a simple AI prompt generator that lives on my website Feedough.com:
People land on it (most likely many of you have also used it), get better prompts fast, and leave.
That's it. No login walls or subscription tiers. Just traffic, ads, and a product that works.
And the first question before building it wasn't "how do I build this?" It was "does anyone actually want this?"
That question changes everything.
Rule 1: Validate demand before you code. Seriously.
Before I built the prompt generator, I asked one question: do people already try to do this themselves?
The answer was yes. Search volume existed.
Forum threads existed. People were complaining about getting bad outputs from ChatGPT because their prompts were weak.
That's a behavioral signal. Not a compliment. Not a "that sounds like a good idea." An actual signal.
Your move: Write this sentence and make it hold up: "For [specific user], this tool helps [job] without [pain]."
If you can't finish that sentence with real evidence, you're not ready to build.
Rule 2: Find one unfairly simple edge.
I didn't need to beat every prompt tool in the market. I just needed to be better at ONE thing than the five tools someone would find before mine.
Open five competitors. Time how long it takes to get a result. Note what requires a sign-up. Note what requires a credit card. Note what's overly complicated.
Then pick one thing you can do better and make it obvious in the first ten seconds of using your product.
Positioning line: "Unlike [alternative], this gives [user] [result] without [friction]."
If a new user can't explain what makes your tool different in one breath, you haven't found your edge yet.
Rule 3: Build the smallest working loop. Nothing else.
Input. Useful transformation. Output.
That's it. That's the product. Build only that.
No dashboard. No settings panel. No user accounts unless the core job requires them. Vibe coding is incredible for this, but it's also where most people go wrong. They build features. I built a loop.
Ship when five fresh runs succeed and a stranger can reach the output without your help.
Rule 4: Run a public-launch gate before you share the link.
Working is not the same as ready. Vibe-coded apps have exposed 1.5 million API keys, allowed unauthenticated access to private data, and wiped production databases in documented incidents from 2025 and 2026.
Before you share your link anywhere, check these:
- API keys are off the client
- Inputs are validated and costly requests are capped
- Rate limits exist
- Error messages are useful, not technical
- Mobile works
- A bad actor cannot create unbounded cost
Pass this gate. Then share the link.
Rule 5: Launch on one channel for 30 days.
Not Twitter and Reddit and Product Hunt and LinkedIn and a newsletter. One channel.
For me it was SEO. One search intent. One tool page. Links from relevant content on Feedough. That's the acquisition loop that still runs today, mostly on its own.
Track three numbers only: visitors, completed uses, return rate. Improve the weakest one before adding a second channel.
Rule 6: Monetize after the tool is useful. Not before.
Traffic comes first. Then utility. Then revenue.
The prompt generator uses ads. That model fits a free tool with repeat traffic. But ads only work if they don't interrupt the core job. If your tool interrupts the result to show an ad, you've broken the thing that earns you the traffic in the first place.
Different products fit different models. Paid tiers. Usage credits. Leads. Choose from what you observe in user behavior, not from what sounds good on a monetization strategy post.
Rule 7: Improve one bottleneck every month.
Every month I look at top queries, drop-offs, failed outputs, and repeat usage. I pick one thing. I ship one fix. I measure again.
Observe. Choose. Ship. Measure.
That's it. No quarterly product roadmaps. No big feature releases. One bottleneck, every month.
If I had to compress all of this into one sentence:
Build what people already want, make the difference obvious, launch safely, market one loop, and keep improving what's breaking.
Your 48-hour first move
- 30 minutes: Define the user, the job, and the friction
- 60 minutes: Collect two real demand signals (search volume + forum pain)
- 60 minutes: Compare five alternatives and find your edge
- 3 hours: Build the input-to-output loop
- 30 minutes: Run the launch gate and pick one channel
That's a weekend. A focused one. Not a vibe-coded fever dream that ends on a Product Hunt page with 47 upvotes and zero retained users.
If you use this rulebook to build something, reply and tell me what you're working on. I read every reply and I'll actually respond.
- Aashish
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