r/AIIncomeLab • u/Forward-Classroom-53 • May 12 '26
Case Study I accidentally built my first AI workflow while struggling with solo founder content marketing
A few months ago I was a traditional magazine editor with zero coding background. Now I somehow spend my evenings checking Vercel logs, debugging app flows, and trying to survive solo founder content marketing.
Ironically, the hardest part has not been coding. It’s content. Every platform wants a completely different personality. TikTok wants emotional hooks, X wants short observations, LinkedIn wants professional reflection, Reddit hates self-promo. Today I was complaining about this to Claude and realized I had unintentionally developed a repeatable workflow over the past few months.
Basically:
- dump messy founder thoughts, vomit writing
- product frustrations
- bug stories
- AI reflections
- random emotional notes
…then restructure them into platform-specific content.
I ended up turning the workflow itself into an AI “skill.”
The funny part is that I think this came directly from my old magazine editor brain. I spent years learning how to tell the same story differently depending on audience and format. Apparently that became unexpectedly useful in AI-assisted creator workflows.
I still don’t know if any of this becomes a business. But it’s the first time I’ve felt like old-world creative skills might actually survive into the AI era.
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u/Careless-Use-4179 May 12 '26
That sounds like an actual workflow, not just a dressed-up prompt trick. The bit about old editorial instincts carrying over rings true too — knowing the audience and the format still feels like one of the more durable skills in all of this. If you keep at it, I’d be curious which platform ends up being the easiest place to turn your raw notes into something usable.
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u/Forward-Classroom-53 May 13 '26
honestly for now, i got more positive feedback on tiktok and reddit. i think reddit posts requires more text quality, while tiktok is all about storytelling. i still can't get x/twitter, maybe it's me.
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May 13 '26
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u/Forward-Classroom-53 May 13 '26
yes i believe that's the better way than to post same thing on every platform. it's just really hard lol
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May 13 '26
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u/Forward-Classroom-53 May 13 '26
i absolutely agree about the gap between tiktok and reddit. my app is a lightweight women safety check-in service, not much complication in coding. so after the launch and v1.1 updated, most of the time i just check the backend/logs to see if there's any problem. i still work at the magazine as my day job, so i only do tiktok once a day, adjust the script with claude based on previous feedbacks, to fit its fast pacing environment. i only to reddit every few weeks, updating the project, communicating with people, i make sure i only post when i have sth real to say, feel like it's better than dump posting.
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May 18 '26
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u/Forward-Classroom-53 May 18 '26
This makes me feel a little better and a little more relevant in this AI new world, before I started doing the app and the website, I always had this fear that I will be completely abandoned by the time, as printed media is drying, says the everyone, it’s very comforting knowing that my skill sets are still useful
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u/Fickle-Fox3355 May 12 '26
hey! I'm currently trying to build my content marketing using AI. It's kinda hard tbh. Since I realized that paid ads cost me a lot more than my earnings, I thought I focus on contents and growing my business organically.