AI generated content that sounds human starts with a human making the decisions. Use the model to draft, structure, and speed things up, but feed it your own stories and phrasing as raw material, and edit every line until you would say it out loud to a client. Creators get clocked as AI when they ship the first draft, in the model's default voice, with none of their own life in it.
I use AI in my content workflow every week, and I have zero shame about it. I also delete most of what it writes on the first pass. Both of those things are the system working. The failure mode is a feed full of competent, weightless posts that could belong to any of ten thousand accounts, and audiences have gotten fast at scrolling past exactly that.
Can people tell when content is AI generated?
Increasingly, yes, and the tells are consistent because models write toward the statistical middle. The most common ones:
- Vocabulary nobody uses at dinner. Words like "utilize," "robust," "harness," and "endeavor" showing up in a 35 second video about invoicing.
- Uniform rhythm. Every sentence lands at the same length with the same shape, and after four of them the ear checks out.
- Everything in threes. Models adore triplets, so lists of exactly three qualities start stacking up in every paragraph.
- Big claims, no specifics. "This can transform your business" with no number, no client, no Tuesday afternoon where it happened.
- Confident emptiness. The post is structured like an argument but never risks an opinion someone could disagree with.
None of these is damning alone. Together they read as nobody-home, and the viewer's trust drops even when they can't name why. Your defense is asymmetric, though. The model produces the average, and you are the only one holding your specifics, so the fix costs you minutes, never hours.
AI drafts, you decide
The division of labor that works: the model owns speed and structure, you own taste, opinions, and stakes. Concretely, the model is excellent at turning a messy idea into a clean beat structure, giving you six angle options in thirty seconds, and tightening a 140-word draft to 100. It is bad at knowing which angle you'd defend in an argument, and it has never lost a client, botched a launch, or gotten the DM that changed its pricing. Those moments are your entire advantage. A model can hand you the script structure instantly, and the structure was never the hard part.
So invert the usual workflow. Instead of typing "write me a TikTok about pricing," give the model your material first: a voice memo transcript of you ranting about pricing, three past captions that sound like you, the story of the client who lowballed you in March. Then ask for the draft. The output changes completely, because the model finally has your specifics to arrange instead of inventing beige ones.
A model can draft your sentence, but only you can make it sound like it cost you something to learn.
A composite example. A leadership coach I'll call Nia pasted a 40-minute workshop transcript into her AI tool and asked for short video scripts. The first pass produced nine scripts that were structurally fine and completely anonymous, the kind of advice that ends in "communication is key to team success." Round two, she added instructions to only use claims and stories from the transcript, in her wording. The scripts came back with her actual lines in them, including her rule that every one-on-one starts with "what's slower than it should be?" That one became a video her audience quoted back to her. Total editing time across all nine scripts: about 25 minutes. The transcript did the heavy lifting because the transcript was already her.
This is the design behind how Batchly writes scripts. It works from your own analytics and your own transcripts, then runs a humanizer pass on every script to strip the tells before you ever see a draft. The part it leaves for you, on purpose, is the part that should stay yours: the opinion and the story.
The humanize checklist
Run every AI-assisted draft through these six steps before it gets filmed or posted. Budget five minutes per script:
- Read it out loud. Any line you stumble on or wouldn't say to a friend gets rewritten in the words you'd say instead.
- Replace every general claim with a specific. A number, a date, a name, a Tuesday. "Raised her rate 22 percent" survives. "Achieved significant growth" dies.
- Cut the dinner-test failures. If a word would sound absurd spoken across a table, it goes.
- Break the rhythm. Three same-length sentences in a row means one gets shortened to four words or split.
- Check the ending. If it closes on a vague pep line, replace it with one concrete action and a reason, which is its own skill I covered in how to end your videos.
- Add one opinion the model was too polite to write. Something a reasonable peer could push back on. If the draft contains nothing arguable, it contains nothing memorable.
If a draft fails steps 1 through 3 badly, don't line-edit it. Go back and feed the model better raw material, because thin inputs made that draft, and thin inputs will keep making it.
Where is the honesty line?
My take: tools are nobody's business, claims are everybody's business. Using AI to structure and draft your own knowledge is the same category as using a designer for your slides. Publishing invented stories, fake numbers, or expertise you don't have is lying, with or without AI, and the model just makes lying faster. Keep every claim yours and true, and the drafting method needs no disclosure. Your audience is paying for your judgment. Make sure it's present in every post, whatever wrote the first draft.
Do this next
Before your next scripting session, record a five minute voice memo of yourself explaining your topic the way you would to a client, get it transcribed, and hand the model that transcript as its only source, then run the humanize checklist on what comes back. That single change moves you from the model's average voice to yours. Batchly runs this as a pipeline, from your analytics and transcripts to pillars to scripts with the humanizer pass built in, for $9.99 a month, so the drafts start closer to you on day one.