I Found Why âAI Content Automationâ Still Fails
Prompting isnât automation.
If youâre still re-prompting over and over again just to get content out, youâre actually doing manual work⊠just faster.
When I landed a new client, I thought I could just use AI and, you know, be done. But it took half a day just to split out some content.
So I built a system where one Telegram voice note triggers an agent to run the entire content pipeline. Completely on its own.
But to understand how I did that, weâve gotta go back to when I first got the client.
So I got in touch with Andrew from Lucidview, and I started creating content manually. And yeah⊠that took around half a day. And I quickly realized the problem. I was prompting and re-prompting, regenerating stuff constantlyâââmainly because of the common flaws with large language models: context rot, hallucinations, mistakes⊠all of that.
So then I thoughtâââwait. Let me build a dashboard that incorporates all of this.
Because if I do that, I can keep the core knowledge already inside a knowledge baseâââlike, in a databaseâââor just directly inside the dashboard. And then every prompt I generate goes through that first. So itâs consistently creating the corporate identityâââwhether itâs images, text, videos, you name it.
Now obviously, I could do this with something like n8nâââpulling out each workflow and connecting one to the next. But I found it was faster to iterate using code⊠just vibe coding it.
And I wonât lie, this dashboard was amazing. It could come up with content ideas, generate images, convert images into videos, come up with different hooks, generate LinkedIn posts, and publish to all social medias all at once.
I thought this was the final form. No more context rot, hallucinations, and frustrations. Like, lookâââthere were still mistakes, but it was way less.
And by the way, this dashboard plus the OpenClaw đŠ skillsâââyou can find it right over here in our brand new Corporate Automation Library Skool that we just launched. And this is where you can find all the other automations I use on a daily basis to get leads, save time, save money, and scale my business without scaling headcount.
And weâve even sold some of these automations for anywhere between $5,000 to $10,000 USD.
But back to the storyâââthis is where things got interesting.
Even though this dashboard was really amazing, I noticed there was one thing that just wasnât right.
It was still me managing the generations. Clicking generate buttons. Waiting for each thing to complete. Going through all the tabs. And some of these tasks take microseconds, some take a minute⊠but having to do all of it, constantly, was still work.
This is where I would normally just hire someone to handle the dashboard⊠but that goes against the whole point of automating my business. The thing is, hiring for me is a last resort. And honestly, for a lot of companies itâs the same.
So what I did was I created an API. You could also create an MCP server if you really wanted to. I exposed all the functions via API, and gave OpenClaw đŠ access to every function in the dashboard.
Now initially, I tried giving OpenClaw đŠâââokay, you could even use Claude Code in this caseâââthe skills to generate images, videos, text posts, and all of that. And it would normally work fine.
But when I tested it, sometimes it would forget to use a specific skill. Or it would use the wrong skill. Or it just wouldnât use the skill at all.
And I found that if youâre doing any workflow-based project, things get lost in chat. Like if Iâm working on something, then I switch to something else, and then I need to go back⊠now Iâm scrolling up trying to find an image or a piece of context to continue. And thatâs just a hassle.
And the other thing is, I like the visual elements.
Having a dashboard means I can ask it to generate something, then ask it to do something completely different, and then come back to the dashboard to review, or continue further with content ideation and creation. Everything I create sits on the dashboard, so itâs easy to find, easy to continue, and easy to pick up the workflowâââif I want to do it manually. Also known as human-in-the-loop, by the way.
So whatâs really cool about this is now I can send just one voice note via Telegram, and it can handle multiple on-brand outputs using OpenClaw đŠâââwithout relying on me.
So I can say, âOkay, generate me one image.â Or, âOkay, create me ten content ideas.â Those content ideas get populated on the marketing dashboard. And I can stop at any time, or continue, or pick up wherever I want to.
Then I can say, âFor this particular content ideaâââor for all content ideasâââgenerate me two images, three videos, and three LinkedIn posts.
Then after review I can be like, âOkay, Iâm happy with this one. Publish it to social media.â And itâll even return me some of those images as well, which is pretty amazing.
So the lesson I learned is this:
Sometimes you think youâre automating just because youâre using ChatGPT, or any AI tool, or even Claude 4.6. But if youâre still doing more than 50% of the work⊠youâre still the bottleneck. And youâre not really automating.
Itâs only when you get to 80%+ that you hit the Goldilocks zone for automation.
So for example, letâs look at a progress breakdown for a task. Initially, itâs fully me. With ChatGPT, maybe it becomes me 50% and AI 50%. But with a tool, it might be me 10%, AI 40%, and then AI plus tool doing 50%. So now youâre at almost 90% automation for that task.
So the action for youâââif you want to automate a taskâââthe steps you need to take are:
First, audit how much time itâs taking you. And include with AI and without AI.
Then create a tool for yourself. You can vibe code a dashboard. You can prepare prompts ahead of time. Whatever it is.
Then you start relinquishing control slowly: give it an API, connect it to OpenClaw đŠ, and let it manage most of the workflow for you. Because if you think about itâââif I had to go through each column and click generate, generate, generate⊠then go to the next and repeat⊠thatâs a repetitive process.
And we show in our Skool how to automate some of these processes to the max, like, optimally.
So now I leave it to you: How do you actually automate things? And what percentage of your specific tasks have you automated? Let me know down in the comments.
And if you want my marketing dashboard plus the OpenClaw đŠ skills to create and generate content optimally, then join my Skool community.
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