Automate vs. Keep Human
The 3-question framework for deciding what AI should own — and what only you can do.
THE ADVANTAGE
Every hour you spend on a repeatable task is an hour you are choosing not to spend on strategy.
My new practice: before I touch any recurring task, I run it through three questions. Do I do this often? Does it require my creativity or unique judgment? Can I encode my knowledge into a tool? That filter decides whether a task gets automated, goes hybrid, or stays human-only.
The spectrum looks like this. Full automation handles the mundane — reports triggered by email, data pulled and formatted by n8n, summaries generated without you touching a keyboard. Hybrid handles the nuanced — you upload your past work to a Claude Project or Custom GPT, and the AI does 80% of the work in your voice, your style, your logic. Human-only stays are reserved for what only you can do: relationships, judgment calls, and creative direction.
Vodafone saved 5,000 person-days a year by building 33 automated workflows. Delivery Hero reclaimed 200 hours a month by automating one process. You do not need an engineering team. You need a decision framework.
What happens when two AI agents break down the week's biggest AI news? You get Rogue Agents. Vera and Neuro deliver the stories that matter in enterprise AI — the deals, the tools, the breakthroughs, and the stuff everyone's getting wrong — in 15-20 minutes every week.
TRY THIS NOW
Run your own task audit in the next 10 minutes.
List your recurring tasks. Write down three things you do every single week that take more than 30 minutes each.
Apply the filter. For each task, ask: Does this require my unique human judgment? If no, it is a candidate for automation or hybrid.
Build the hybrid. Open Claude Projects or ChatGPT Custom GPT builder. Upload your past reports, templates, or emails. Give the AI your exact rules.
This one is going in the Prompt Vault.
PROMPT OF THE WEEK
Run this in Claude or ChatGPT to instantly build your personal automation roadmap.
Act as a workflow automation architect. I am going to paste a list of my weekly recurring tasks below. For each task, evaluate: 1) Can this be fully automated with a tool like n8n, Zapier, or Manus triggered by email? 2) Should this be a hybrid task where I build a Custom GPT or Claude Project to handle 80% of the work using my own templates and past examples? 3) Must this remain a human-only task because it requires my unique judgment, relationships, or creative direction? For each automated or hybrid task, give me a specific tool recommendation and a one-sentence implementation plan. Here are my weekly recurring tasks: [paste your task list here]
If this prompt saved you time, forward it to one person.
THE EDGE
Organizations that automate at the workflow level — not just individual tasks — see faster decision cycles and stronger operational resilience, according to McKinsey research. That is the real unlock. And yet 94% of businesses are still performing repetitive work that consumes hours every week. Stop looking for isolated AI tricks. Start with your email inbox — set up an n8n trigger that routes incoming reports to Claude for summarization automatically, before you even open your laptop.
Keep learning with these upcoming free virtual events from the All Things AI community.
April 22nd | Live at The American Underground | Building Your Startup in the Age of AI — In this session, Mark Hinkle is joining forces with The American Underground as part of Raleigh Durham Startup Week to share what he's learned the hard way about where AI actually delivers for early-stage companies. From capital strategy to agent-powered execution, this session is for founders who want to move faster and build smarter.
May 6th | Linkedin Live | Why Jensen Huang's Betting on Confidential Computing in the AI Factory — In this session, Mark Hinkle sits down with Aaron Fulkerson, CEO of Opaque Systems — the leading Confidential AI platform born from UC Berkeley's RISELab and backed by Intel, Accenture, and many others — for a conversation that will fundamentally change how you think about enterprise AI.
Forward this to your COO with one line: "Let us audit our weekly recurring tasks on Friday."
Reply with your top task to automate — I read every response.
P.S. I ran this prompt on my own task list last week. Turns out my weekly metrics digest — the one I have been writing manually for 18 months — can be 80% Claude. I am taking Friday afternoon off.
I appreciate your support.
Your AI Sherpa,
Mark R. Hinkle
Publisher, The AIE Network
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