Rabbiya Riaz
Automation Engineer | Reducing Manual & Repetitive Work
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One thing I’ve learned while building AI automations: not every decision needs AI.
For example, in a lead qualification workflow, I don’t want an LLM deciding whether a lead qualifies on its own.
Instead, I use AI to extract useful evidence from messy data, things like company...
I’m building AI automation systems that turn repetitive business processes into reliable workflows.
Recently, I’ve been working on lead qualification using n8n, Python, LLMs, and deterministic business rules. My approach is simple: AI extracts the evidence, while rules make the...