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Cover image for šŸ’”From Idea to Exit: Building and Selling an AI-powered SaaS in 5 Months šŸ¤–šŸ’°
Matija Sosic for Wasp

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šŸ’”From Idea to Exit: Building and Selling an AI-powered SaaS in 5 Months šŸ¤–šŸ’°

Since the release of ChatGPT, we’ve been flooded with all possible versions of apps that use it in one way or another. Building on top of trendy technology is an excellent way to get initial attention, but still, 99% of these apps die very quickly and don’t last beyond a week or two following their ā€œbigā€ Twitter or Product Hunt launch.

Why? Because they aren’t solving a real problem. It’s either a fun tech gadget or a gross overpromise (e.g., ā€œyou will never need to code again,ā€ which I strongly disagree with) that quickly falls short.

Building a successful product still follows the same rules as in the pre-GPT era: find a problem people are willing to pay for and then figure out a way to reach these people. Sounds simple? It is, but it for sure isn’t easy. The good news is that GPT opened so many new opportunities that actually doing it is faster and easier than ever.

Meet the hero of our story - Max! 🦸

our-hero-max

The hero of our story today is Max, a software engineer at Red Hat. He built https://description-generator.online (an AI description generator for Etsy products) and sold it on acquire.com. A senior backend engineer by day and a serial hacker and tinkerer by night, Max always had a passion for building products, and GPT was the last piece of the puzzle he was waiting for.

Read on to learn how he went through the entire cycle of finding a problem, building a solution, getting customers, and ultimately selling his app in 5 months total.

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Lesson #1: Look for problems in ā€œunusualā€ places šŸ•µļøā€ā™‚ļø

Looking for problems

TL;DR: Talk to your friends who aren’t developers! Learn about their problems and offer help. The more unfamiliar and disconnected from tech their occupation is, the better - these are gold mines for GPT-powered solutions!

It all started with Max’s friend who owns an Etsy marketplace - she needed help with some data/workflow automation, and Max agreed to lend a hand. Consequently, he also started hanging out in the Ukranian Etsy community on Slack.

Soon, he learned that one of the most common requests there is for help with writing product descriptions (ā€listingsā€) in English. Although most members used English daily and had no problem communicating, writing high-quality, compelling, and professional-sounding listings was still a challenge. Auto-translation services still weren’t sophisticated enough, and hiring native English speakers was too expensive for most.

This sounded like a real, glaring problem directly connected to the number of items Etsy sellers sell and, thus, the profit they make. As it turned out, it was the case.

Lesson #2: Build a prototype, fast šŸŽļø

app demo

TL;DR: Speed is the name of the game here. Don’t spend time flexing on your stack and optimizing to the last byte. Pick something that works and ship it!

The problem of writing convincing product listings in English caught Max’s attention. He was aware of ChatGPT and how useful it could be for this. However, being a backend engineer with limited frontend experience, building a full-stack app around it and choosing and configuring all parts of the stack himself sounded daunting and laborious. It wasn’t until he came across Wasp’s GPT Starter for React & Node.js that he felt ready to take action.

The prototype was ready after a couple of days, and Max immediately shared it with his Etsy community. He kept it extremely simple - no landing page or any copy at all (just a form to enter your product details), even no custom domain yet, but myProduct.fly.io you get assigned upon deploying to Fly (which takes just a single CLI command with Wasp).

And that was enough - as his product scratched the itch Etsy sellers repeatedly mentioned, the reception was overwhelmingly positive! In just a few days, Max got 400 signups, and several hundred product listings were generated daily.

Lesson #3: Test willingness to pay early šŸ’ø

money please

TL;DR: People signing up for your product is amazing, but convincing them to pay is a completely separate game. If you want to ensure your solution brings real value and you’re not wasting time, find a way to test monetizing as early as possible.

Max saw the adoption picking up, which made him ask himself ā€œHow do I turn this into a business? What would users be willing to pay for?ā€ After all, he had his own expenses, like server costs and GPT API subscription.

Looking at how users use the product, he quickly realized he could make generating descriptions even easier - a seller could upload the image of a product, and that’s it; the full product description can be generated directly from it. That was a good candidate for a ā€œpremiumā€ feature, since it was an upgrade on top of the basic functionality.

Max added the feature, and soon enough, the first customers started rolling in! šŸ’°

Lesson #4: Keep building or sell? How to decide šŸ¤”

homer selling

TL;DR: Is the market’s domain something you’re personally excited about and see yourself in for the long term? Do you feel your competitive advantage will grow stronger with time? If yes, keep building. Otherwise, sell!

description-generator.online now had both users and first revenue, amazing! Still, soon, it became apparent that the Etsy community Max was part of had its limits. Although all non-English speaking markets shared the problem, which made for a big opportunity, reaching them and setting up and executing a sales process would still take time and effort.

On the other hand, competing products started appearing. Although super valuable for Etsy sellers, if Max built the product in a week, others could do it too. It started becoming clear that the value of the business would soon start moving from the technical solution to sales, support, and customer experience.

Being a hacker at heart and not so personally invested in arts & crafts marketplaces, Max decided to sell the product to somebody who is. He listed the description generator onĀ https://acquire.com/, along with the usage metrics and relevant data, and soon started receiving offers.

Lesson #5: Provide support during acquisition šŸ¤

got my back

TL;DR:Ā Selling your product takes more than finding a buyer. Providing impeccable support during acquisition is just as important as building the product.

Finding a buyer and agreeing on a price took about a month. Since the buyer was taking over everything - the source code, domain, and customers, Max providing 3-month support with the transition was an essential part of the deal.

Also, since they couldn’t use an escrow service due to some technical and geographical limitations, they agreed on splitting the payment 50/50 - half in the beginning and another half when the migration was over. Max made sure his customers had a flawless experience with moving everything over, resulting in a great relationship mutually filled with trust. Besides selling your app, making friends is an underrated bonus! šŸ˜Ž

After a few months, the deal has been reached!Ā Description-generator.onlineĀ got a new owner, an expert in the industry willing to expand to new markets, and Max got his first exit and could move on to the next exciting project!

Summary

michael summary

That’s it! Building a product others find helpful so much they’re willing to pay for it is a deeply gratifying experience. We saw how Max did it and what lessons he learned along the way:

  1. Look for problems in ā€œunusualā€ places
  2. Build a prototype fast
  3. Test willingness to pay early
  4. Decide whether you want to keep building or sell
  5. Provide support during the acquisition

Hopefully, this was helpful! If you sold your app, what was the experience like? If you’re thinking about it, do you have any questions? Write it all in the comments!

Did you find this post helpful? Would you like us to write more? If yes, please show us your support by giving us a star on GitHub!

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Top comments (26)

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sodic profile image
Filip Sodić •

if Max built the product in a week, others could do it too. It started becoming clear that the value of the business would soon start moving from the technical solution to sales, support, and customer experience.

This part is the biggest insight for me I think. Great article, Matija!

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matijasos profile image
Matija Sosic Wasp •

I agree, that's something that is not obvious until you get there. Glad you found it interesting!

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raddevus profile image
raddevus •

Interesting story, but nothing about :
How Max set up the payment system.
Which payment system he used so his customers were able to pay him.
How much it cost him to per customer (customer acquisition costs).
Are people willing just to put their credit card number into some unknown site (his original unbranded site)? If so --- wow, no wonder fraud is so rampant.
I've built my own SaaS and it is possible that building the SaaS is far easier than setting up all the payment system stuff, which seems to be why none of these "get paid for your saas" articles ever mention how you really get paid.

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maksim36ua profile image
Max •

Hey @raddevus, the trick is straightforward: I've been building in public :)

My SaaS had my face attached to it since I've built it for a relatively small (several thousand users) local Etsy community in Ukraine, where I've been hanging out for some time before the launch.

Stripe is not working in my country for now, so I've used the well-known local bank integration that required no credit card details (you scan a QR code provided by my SaaS with your mobile phone, the bank app opens up, and you approve the transaction).

If I decide to go international -- I'd integrate with lemonsqueezy.com/

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raddevus profile image
raddevus •

Very interesting thanks for explaining how you got it all working šŸ‘

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matijasos profile image
Matija Sosic Wasp •

Max also might pop in the comments and provide more context, but I think one of the big factors was that he was already present in the community (Etsy slack) when he introduced the product. So people knew him from before when buying the product, and they knew they could always reach him for support.

Re implementation: check out Wasp's SaaS starter which already comes with preconfigured Stripe: github.com/wasp-lang/SaaS-Template...

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vincanger profile image
vincanger Wasp •

He used stripe it seems. And yes, people are willing to put their credit card into any random site — they do for mine haha :)

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msveshnikov profile image
Max Sveshnikov •

For me setting up a Stripe integration took just 1-2 days, so this is really simplest part of story šŸ˜Ž

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infomiho profile image
Mihovil Ilakovac Wasp •

Uuuh the decision to sell is what really interests me. It's always hard to know when you have something valuable enough... I'll keep it in mind for my next side-project šŸ™ƒ

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vincanger profile image
vincanger Wasp •

I think sometimes the ability to keep hacking on something, learn from it, and use it as a form of self-promotion might sometimes be a better move

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maksim36ua profile image
Max •

@vincanger depends on the niche. Entire industries of small indie projects will be wiped out once the big corporations undergo all the bureaucracy and regression testing to embed AI into their products.

It's a race against time for many small projects, and I'm not in the market to accommodate all the challenges since Etsy is outside of my interests (for now)

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matijasos profile image
Matija Sosic Wasp •

True! I think coverlettergpt.xyz/ is a great example of that.

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maksim36ua profile image
Max •

Here's a brilliant guide on how to sell your project and how to figure out if it has any value:

opryshok.com/my-experience-selling...

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matijasos profile image
Matija Sosic Wasp •

Can't wait for it! Make sure to share :)

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nevodavid profile image
Nevo David •

Great story.
I have also tried to sell my startup at acquire.com,
In the end ,sold it through other channels.

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matijasos profile image
Matija Sosic Wasp •

Thanks so much for sharing! May I ask what was the best channel for finding a customer for you?

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nevodavid profile image
Nevo David •

I used a b2b whatsapp group

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afeiszli profile image
Alex •

Really cool! I love the idea of "rapid prototyping" a startup.

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matijasos profile image
Matija Sosic Wasp •

Thanks Alex! Glad you like it and appreciate the comment :)

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maksim36ua profile image
Max •

Thanks! :)

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hassankhosseini profile image
Hassan Khajeh-Hosseini •

This was super interesting! Thanks for sharing

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matijasos profile image
Matija Sosic Wasp •

Glad you liked it and thanks so much for letting me know!

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zvone187 profile image
zvone187 •

Wow, it's always motivating to hear about real life success stories like this.

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matijasos profile image
Matija Sosic Wasp •

Thanks a lot Zvone!

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navinrangar profile image
Navin Singh Rangar •

So inspiring

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msveshnikov profile image
Max Sveshnikov •

Really great article, like written exactly for me šŸ˜‚ By coincidence I'm also Max, and I have exactly the same startup/project/questions. Main question now - to sell or not to sell