AI That Replies to WhatsApp Messages... Even Voice Notes π€π¬ One of the most common bottlenecks ...AI That Replies to WhatsApp Messages... Even Voice Notes π€π¬ One of the most common bottlenecks ...
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AI That Replies to WhatsApp Messages... Even Voice Notes π€π¬
One of the most common bottlenecks in customer support is delayed response times.
I built an AI automation that responds to WhatsApp messages instantly, even when customers send voice notes.
How it works: β’ Detects incoming WhatsApp text and voice messages. β’ Identifies the message type automatically. β’ Sends it to an AI agent with a custom business prompt. β’ Uses conversation memory for personalized, context-aware replies. β’ Responds within seconds, 24/7.
This type of workflow helps businesses: β Respond faster β Capture more leads β Reduce manual workload β Deliver a better customer experience
If you're looking to automate customer conversations or streamline your support process, I'd be happy to discuss your use case.
One of our clients needed 70 ad video variants in a week, so we built an AI agent to do it in seven hours.
The build itself was a project. It required:
- Assembling a Claude agent connected to Remotion
- Building a knowledge base of the client's brand: brand guide, movement language, hook creation guidelines, past deliverables, briefing structure
- Teaching the agent to read the brief the way our team would
- Composing hook variants adapted for each aspect ratio (1x1, 9x16, 16x9)
- Assembling endcards and outputting files named and organized for QA
The first batch still needed heavy manual editing. The second, the agent assembled alone.
The third came out fully stitched (hook, body, CTA, disclaimer) needing only a review pass before shipping.
Each iteration meant testing what the agent got wrong, adjusting the skills, refining the knowledge base, and rerunning until the output matched the standard our team would ship.
When we sent the batch, the client feedback was: "The revised videos look great. We'll start using them immediately."
To show what this workflow can do, the video in this post was produced by this exact system.
If your business needs to ship ads at this volume, let's talk π apta.agency/contact
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Interested in a custom version for your agency? Let's talk β DMs open.
I explained the business again.
Clients. Prices. Decisions.
What it could do without asking me.
So I put the business in a folder of plain text files the assistant can read.
Memory. Clients. Decisions. Invoices. Daily log.
And the rules for what it is not allowed to do.
I run Kratos Labs (my company) out of that folder.
The public template is Operator OS.
I installed it twice for other people.
One of them, @Atashka (left a review on my profile) used to spend around 6 hours/week pulling briefs, notes and feedback into project requirements.
Now it's about 1 hour.
He says that's roughly 20 hours back each month.
I don't start the morning by explaining the company again.
The folder already has it.
If this is something that you want for yourself - send me a message.
Yeah this is the one he installed for me.
I was spending ~6h/week just turning briefs, notes and feedback into actual project requirements. Now it's closer to 1. picking up a project is easier too because i'm not digging through messages for the latest version of everything.