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Content systems

A content production system — research, draft, fact-check, ship — designed around how your team actually writes.

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Engineering · 8 min read
Why most internal AI rollouts stall after the demo
3 sources cited· last edited 6m ago
What this is

I build the editorial pipeline you'd build if you had three more engineers. Brief generation, research aggregation, draft scaffolding, fact-check passes, and publishing integration. AI handles the boilerplate; your writers do the part that matters.

The teams getting AI right share one habit: they treat the integration layer as the product, and the model as a swappable dependency. Here's what that looks like in practice.
Sample output
What's included
  • Brief and outline generation from a topic + audience
  • Source aggregation and competitive research
  • Draft scaffolding tuned to your editorial voice
  • Fact-check pass with citation tracking
  • Publishing into your CMS (Sanity, Contentful, Webflow, etc.)
A good fit?
Yes, if

Companies treating content as a serious channel and feeling the cost of doing it manually.

Ideal for
No, if

Teams looking to flood the internet with thin AI-generated articles — that's bad for your domain and bad for the open web.

Not ideal for
How a project runs
01 · Phase 01

Audit & scope

We start with a conversation about what you actually do day-to-day. I map the workflows, identify what's worth automating and what isn't, and write up a scoped proposal with a fixed price.

02 · Phase 02

Design

Architecture, data flow, integration points. You see the full system on paper before I touch any code — so we catch the wrong call cheaply, not after it's built.

03 · Phase 03

Build

I build, iterate, and test against real data from your business. You see progress weekly in a shared environment, not as a single reveal at the end.

04 · Phase 04

Deploy & handoff

We launch together. I document everything in your tools (Notion, your repo, wherever you keep things), and I stay on call for the first few weeks while your team gets comfortable.

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Four kinds of systems. Built around the work you already do.