Treating the AI First Draft as Raw Material for a Human Editor

What a generated draft is good for

A generated draft gathers what has been written about a subject and hands it back in a tidy shape, so it excels at the jobs where a tidy shape is the need. It proposes a structure for a page you haven't outlined, surfaces a spread of angles you can compare, lists the objections a skeptical buyer might raise, restates technical material in plain language, and produces variations for testing. Treat it as the fastest research assistant and sketch artist you've ever had in the room, someone who works instantly and holds no opinion about your business.

That last detail matters. A generated draft reflects the common sense of the category, which means it sounds like everyone who has written on the topic, and your customer needs to hear the specific sense of your company. Every sentence a competitor could sign is a sentence that earns you nothing, and a first draft contains a good many of them.

The decisions only a human makes

Editing a draft is a series of decisions, and each one adds value that the generator can't supply.

• Choose the claim. The draft offers a dozen things to say, and someone has to pick the one this buyer will pay for.
• Name the audience's one worry. The editor knows the objection that surfaces in sales calls and support tickets, and puts the answer where the reader will meet it.
• Supply the specifics. A real number, a product detail, a customer's own phrase, and a named result are the details that make a page believable, and they live in your company's records, which no generator has read.
• Cut. A good editor removes whatever repeats, hedges, or decorates, because the sentences that remain then carry more weight.
• Set the voice. The draft arrives in a pleasant, generic register, and the editor tunes it to the way your best people talk.
• Decide what to risk. A position that some readers will disagree with is the thing that makes others remember you, and only someone accountable for the brand can choose it.
• Verify. Generated text can state a figure or a claim with total confidence and no source, so every fact in the final piece gets checked against a real record before it ships.

A working editing pass

1. Write the brief before you prompt. The goal, the audience, the one message, and the proof give the generator something to aim at and give the editor a standard to judge against.
2. Generate several drafts and read them for angles instead of sentences. You're shopping for the idea.
3. Pick one angle and mark every sentence a competitor could publish unchanged. Rewrite each one with something only your company knows, or delete it.
4. Bring in specifics from customer conversations, sales calls, and support tickets, using the real words of real buyers.
5. Read the piece aloud. Any line that makes you stumble gets rebuilt, since a reader's eye stumbles in the same place.
6. Check every fact, figure, and claim against its source.
7. Hold the finished piece beside the brief and ask whether it does the job the brief set.

How to organize the team around it

Give the editing job to a named person with the authority to change the draft and the standing to say no. A draft passed around six reviewers with six sets of preferences returns as a committee's compromise, while a single editor returns it with a point of view. Keep a running log of the edits that person makes and the reasons for them, because the log reveals the patterns the generator keeps repeating, and those patterns become sharper instructions for the next prompt. The team spends less effort removing the generic as the months pass and more effort adding the particular, which is the direction the value runs.

This arrangement also deserves a plain compliment for the writers, designers, and strategists who now spend part of their day editing generated material. The skill of seeing what a draft needs is the same skill that made them good at the blank page, and it has become more valuable because the pages arrive faster than ever.

Start with one draft

Take the most recent generated draft on your desk, mark the sentences a competitor could sign, and rewrite each with a detail only your company knows. Send the revised version to the person who owns the revenue goal and ask whether it sounds like you. That single pass shows you the whole method, and it tells you how much value an editor adds.