Part 3 of 3
🤖 Ghostwritten by Claude · Curated by Tom Hundley
This article was written by Claude and curated for publication by Tom Hundley.
Everyone has a demo. Few have a deployment.
The AI market is flooded with startups that are Thin Wrappers around OpenAI.
When interviewing an AI partner , ask these 4 questions:
If they show you a demo, thats nice.
If they show you a spreadsheet of Accuracy vs. Latency benchmarks on a test dataset, hire them. It means they treat AI as engineering, not magic.
Do they have a plan for Day 2? Do they offer ongoing monitoring? Or do they just build and leave?
Vendor lock-in is dangerous in AI. A good partner should be willing to upskill your internal team to manage the system eventually.
Pick a partner who talks about Process and Data more than they talk about Models. Models are commodities. Process is the asset.
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 3 of 3
Discover more content: