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Field note No. 04 · Workflow

The AI Content Workflow for SaaS

A short loop you run on every page: brief, draft, de-slop, structure, measure. Five steps, about 47 minutes, and the output ranks and gets quoted instead of dying in 90 days.

The mistake is treating AI as the writer. It is the assistant. Here is the loop I actually run.

What does a good AI content workflow look like?

It front-loads the thinking and back-loads the truth. AI is fast and good at structure, and bad at knowing your market. So you do the parts it cannot: the angle before it drafts, and the specifics after. Everything below is that idea, broken into five steps you can time.

Step 1: Write the five-line brief

Fix the page before the AI writes a word. Five lines, no more:

This is the highest-leverage ten minutes in the whole loop. Skip it and you get sameness, because a model with no brief writes the average of the internet. The brief is where your unfair advantage gets loaded in.

Step 2: Let AI draft the middle

Hand the brief to the model and let it build the structure. Transitions, a logical order, a first-pass FAQ, the connective tissue. This is what AI is genuinely good at, and it is fast: used this way, it cuts first-draft time by roughly half to two-thirds.

One rule. This draft is the 40%-to-70% version, not the finished page. Publishing it here is the single most common way people end up in the content graveyard.

Step 3: Run the de-slop pass

Spend twelve minutes turning a generic draft into something only you could publish. This is the step that decides whether the page lives.

Twelve minutes, and the page stops sounding like everyone else. This is where E-E-A-T actually shows up on the page, not as a checkbox but as evidence.

Step 4: Structure it to be cited

Shape each section so an AI engine can lift it. A question-shaped heading, a direct 40-to-60-word answer under it, one attributable fact, and a real FAQ at the end. Add Article and FAQ schema so the structure is easy to parse.

Done right, the same page ranks in Google and gets quoted in AI answers. The full method is in getting cited by ChatGPT and AI Overviews.

Step 5: Point it at pages that convert, then measure

Aim the page at something you actually sell, and track the right scoreboard. A comparison or "alternatives" page converts far better than a "what is" post: Grow & Convert's bottom-of-funnel data puts those pages at 3 to 8% of organic visitors to a trial versus under 2% for typical top-of-funnel posts. Same effort, different business.

Then measure citations and signups, not just rankings. Rankings are a means. The page exists to earn trials.

How long should the whole workflow take?

About 47 minutes a page, once you have done a few. Here is the split:

Your first few will run longer. That is fine. The point is a repeatable loop, not a speed record. And if older pages have slipped, the same loop is how you handle core-update recovery, one page at a time.

The full system

This workflow is the spine of the book.

The Anti-Slop SaaS Content System gives you the briefs, the de-slop checklist, the citation-ready templates, and the pages worth writing, with the source behind every figure here, plus a fill-in workbook.

FAQ

Can AI write SEO content that ranks?

Yes, when it is used as an assistant inside a workflow like this one, not as the author. AI drafts, you add the experience and specifics, and you structure the page to be cited. Unedited AI output is what fails.

What is the most important step?

The de-slop pass. It is where a generic draft becomes original, and originality is what survives updates and gets quoted. The brief is a close second, because it prevents the generic draft in the first place.

How many pages can I produce a week?

Fewer than a content mill, and that is the point. Ten deep, original, signed pages on one topic beat a hundred shallow ones. Depth is what compounds.

Do I still need a human editor?

You are the editor. The workflow puts the human judgment where it matters most: choosing the angle up front and adding the truth at the end. The model handles the middle.

Does this work outside SaaS?

The loop is general, but the examples here are SaaS-shaped. The pages worth writing differ by business. The five steps do not.

Written by Moorte

Moorte publishes field guides for people building in the AI and SaaS space, written by someone who works in this content every day. See the guide.