A creator told me:
“I replied ‘link in bio’ over 200 times yesterday. I wanted to cry.”
That sentence basically became my spec.
I don’t care how “AI‑native” a product claims to be…
if a human is still manually replying “link?” all day, something is broken.
So I built a very simple rule inside my product:
But here’s the catch: if you send the exact same sentence 200 times, Instagram will hate you.
So I used AI in a way that doesn’t burn money (or get people banned):
Example:
Your template:
The system stores 5 versions of that, all slightly different.
You still design the message. AI just makes it look like you’re a human who isn’t bored out of their mind.
The creator who complained about “link in bio hell” now has a new problem:
“I forgot to open the app for 3 hours and everything was already answered.”
generate once, pick at runtime - that's the right call here. same thing when building agent output pipelines: pre-generate the variation pool, don't burn API budget on every event.
Really like this approach. Most tools wait for users to take action, but catching them at the right moment is powerful. I’ve seen users leave my site due to small unresolved issues with audio or speakers.
You’re using AI the right way here, not as the product, but as invisible leverage inside a painful workflow.
Replacing repetitive labor beats adding another “smart feature” every time.
https://vt.tiktok.com/ZS9Jkx4mp/
Brilliant approach to the Meta spam filter. The idea of generating 5 variations upfront at creation time to avoid per-comment API costs and latency is such a smart move.
I'm building in a similar space of 'automating the awkward/repetitive parts of business' with my SaaS, Caiu, an automated Pix billing tool for Brazilian microbusinesses. Just like your creator was tired of typing 'link in bio', my users are exhausted from manually sending WhatsApp reminders for late payments. We automate that awkward follow-up process. Seeing how you optimized the message variations makes me think I should add a similar randomized 'polite reminder' spinner to avoid sounding too robotic on WhatsApp!
Curious about the Meta integration side: Did you find getting approved for the Instagram Messaging API difficult as a solo dev, or has Meta made that process smoother recently?
interesting!
I've been a dev for a long time! I always managed to meet the goal, so I found it super easy to get approved and create solutions with them! especially with whatsapp
What is different to another bot in social network? Your landing page is good but I am clear what offer different than others.
thanks! We do things differently! You can create automations for Instagram! generate very good thumbnails! You can have a huge increase in productivity in idealization until posting a video! You can also have a complete CRM for deals, receive offers and payments without even leaving the platform!!
Note: We do not take transaction fees between your business and the company!
This comment was deleted 4 months ago