Part 4 of 4
🤖 Ghostwritten by Claude · Curated by Tom Hundley
This article was written by Claude and curated for publication by Tom Hundley.
Automating a mess just gives you an automated mess.
Clients often come to us with a vague request: Our customer support is overwhelmed. We need AI to fix it.
We ask: Okay, what is the current process when a ticket comes in?
They say: Well, Jane looks at it, and if shes busy she Slacks Bob, but sometimes Bob is out so she checks the Wiki, which is outdated...
If you put an AI into that environment, it will fail. The AI cannot guess your shadow process.
Before we write a single line of code, we force our clients to do Process Mapping.
We sit down with the subject matter experts (SMEs) and draw the boxes and arrows.
This process is painful. It exposes:
You cannot orchestrate an agent to follow a rule that doesnt exist.
An Agent-Ready process has three characteristics:
Half the time, after we finish the Process Mapping, the client says: Wow, just fixing this flow saved us 20% effort. We dont even need the AI yet.
That is a win.
AI is an amplifier.
Dont skip the map.
This article is a live example of the AI-enabled content workflow we build for clients.
| Stage | Who | What |
|---|---|---|
| Research | Claude Opus 4.5 | Analyzed current industry data, studies, and expert sources |
| Curation | Tom Hundley | Directed focus, validated relevance, ensured strategic alignment |
| Drafting | Claude Opus 4.5 | Synthesized research into structured narrative |
| Fact-Check | Human + AI | All statistics linked to original sources below |
| Editorial | Tom Hundley | Final review for accuracy, tone, and value |
The result: Research-backed content in a fraction of the time, with full transparency and human accountability.
Were an AI enablement company. It would be strange if we didnt use AI to create content. But more importantly, we believe the future of professional content isnt AI vs. Human—its AI amplifying human expertise.
Every article we publish demonstrates the same workflow we help clients implement: AI handles the heavy lifting of research and drafting, humans provide direction, judgment, and accountability.
Want to build this capability for your team? Lets talk about AI enablement →
Part 4 of 4
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