Al Automation Specialist | Data analytics coach | replace manual ops with Al systems that capture, qualify & follow up on leads | n8n • Claude • Power BI • SQL
UiPath and Snowflake just expanded their partnership to connect AI agents with governed business data.
Companies are increasingly connecting AI agents directly to business data and workflows.
AI + data + automation is getting interesting. 👀
UPBYNATURE
#AI#AIAutomation
A workflow can have 20 successful steps and still deliver the wrong business outcome.
A workflow is a sequence of actions. A system is a set of dependencies.
Define success at the business outcome, not the last node.
What's the most overlooked dependency in your automations?
If I joined your business for a day, I wouldn't look for what to automate.
I'd look for what breaks when you automate it.
Automation doesn't fix a weak process. It runs it faster.
If a key integration failed tonight, would you know what broke? Or would a customer tell you?
The AI is one step in an AI automation.
The rest is the real work.
To build a lead workflow:
1. Pre-check the input
2. Ask for structured JSON
3. Validate the output
4. Send failures to a human
5. Measure what it gets wrong
AI automation doesn't fix bad data. It just acts on it faster.
Your workflow can run perfectly and still:
- Misqualify the lead
- Send the wrong email
- Save wrong data to your sheet
Validate before you automate
Coming from data analytics, I check this first in any automation
I'm reading "Secrets of the Millionaire Mind" again this year.
Understanding something and living it are two different things.
Thought → feeling → action → result.
Nobody skips a step.
Fix the input.
UPBYNATURE
Siemens was dealing with 2,500+ unqualified leads a month.
Instead of just hiring, they added AI agents to inbound sales.
Don't ask "what can AI replace?" Ask "what can a team do with AI on board?"
Small teams don't need thousands of leads. Repetitive work is enough to start.
Monday: a lead comes in.
Tuesday: someone reviews it.
Wednesday: someone qualifies it.
Thursday: someone updates the CRM.
Friday: "Did anyone follow up?" 😅
Automation doesn't remove the work. It removes the waiting.
It starts in seconds. Then a human takes over.
UPBYNATURE