Esther Enuma

build AI voice agents and automations that help businesses respond to enquiries, book appointments, and keep things moving. 🤖

[Esther Enuma @estherenuma]

The buttons look different in Zapier, Make, and n8n. But understanding the process helps across all three.

The tool is just a tool. The thinking is the skill.

[Esther Enuma @estherenuma]

Knowing where to click is useful.

Knowing why you’re clicking it is even better.

[Esther Enuma @estherenuma]

When I teach automation, I want people to ask:

What starts the workflow?
What information does it need?
Where does that information go?
What happens if a step fails?

[Esther Enuma @estherenuma]

If classification has a problem, it may be delayed. But the enquiry is already on record.

The order of steps in an automation is not a small detail.

[Esther Enuma @estherenuma]

Someone fills out your contact form. The AI step fails.

Has the enquiry already been saved?

[Esther Enuma @estherenuma]

In my lead-response engine, the enquiry is stored before the AI classifies it. The model output is checked, with a safe default if it isn’t usable.

[Esther Enuma @estherenuma]

@UnifiedMachines I’m still working through the Python basics on freeCodeCamp, so I haven’t picked any libraries yet. 😄

I’m interested in how Python can work alongside n8n, especially for API calls and error handling.

Which libraries would you recommend I start with?

[Esther Enuma @estherenuma]

I’ve been building AI automation systems with no-code and low-code tools.

Now I’m adding Python to the mix.

[Esther Enuma @estherenuma]

FreeCodeCamp and I have been spending some time together. 😄

Right now, I’m working through variables, strings, and finding and extracting parts of text.

Python users, what was the first thing you built with it?

[Esther Enuma @estherenuma]

I work with n8n, Make, and Zapier, and I’ve built systems including a voice receptionist, a lead-response engine, and a customer-support agent.

I want to expand what I can do when I’m building, so I’ve started learning Python.

[Esther Enuma @estherenuma]

The full picture is always where we are going.

We just get there one clear step at a time.

#AIAutomation #RAG #Pinecone #n8n #Cybervast #Cohort3

[Esther Enuma @estherenuma]

Most AI tools make things up when they don't know the answer.

There is a name for that.
Hallucination. And in a business context, it is dangerous.

Here is how to fix it. 🧵

[Esther Enuma @estherenuma]

I taught my students to build this with website content.

We started with one URL.

Not because that is the limit; but one URL lets the concept land before the complexity arrives.

Once they understand how one flows through the pipeline, adding ten more is just more of the same.

[Esther Enuma @estherenuma]

Stop picking sides. Build range with time. The specialist who can move across all three is the one no client can afford not to hire. That is what I am building toward. Deliberately. #AIAutomation #n8n #Zapier #MakeCom

[Esther Enuma @estherenuma]

Everyone is arguing about which automation tool is best. n8n people. Zapier defenders. https://t.co/TEFP5ITAuF converts.

I have been building seriously in all three. This season alone. Here is what none of them will admit. 🧵

[Esther Enuma @estherenuma]

Three platforms. One principle that held across all of them: The tool is just a tool. When you understand how to map a process and know what you want to achieve, the platform is almost irrelevant.