Nothing specific went in
The draft has a topic but no customer question, event, source, product truth, example, or useful observation.
Fix generic AI social posts by adding what the draft is missing.
Generic AI copy usually lacks a real source, a useful audience job, an owned point of view, and concrete detail. Repair those gaps before polishing the wording. Deleting a few familiar AI phrases cannot make an empty idea distinct.
“Sounds like AI” is usually four different problems.
Nobody owns the point
The post repeats safe internet advice because no experience, judgment, disagreement, or tradeoff shapes the angle.
The structure arrived pre-made
A polished hook, three tidy tips, a sweeping lesson, and a generic question can make unrelated brands sound identical.
Every sentence has the same beat
Removing obvious AI words does not fix repeated cadence, balanced lists, empty contrasts, or over-neat transitions.
Replace a mood with a useful moment.
The draft is not wrong. It is interchangeable. The source note contains a better reason to post.
Generic draft
Start your weekend right with freshly baked sourdough, made with love to bring warmth and joy to every table.
Source note
The first Saturday loaves regularly sell before later visitors arrive. The baker moved a second batch earlier and can explain exactly when it comes out.
Useful update
Name the second-batch time and how reservation works.
Process story
Show what the baker changes before the doors open.
Customer answer
Explain when to visit if someone wants a warm loaf.
The final post should use the real time and reservation rule from the bakery. This example leaves them blank because invented operational details would only create a more specific falsehood.
Go back to the idea before touching the synonyms.
If the audience, argument, or source is wrong, regenerate from a better brief. If the substance is sound, edit the exact draft.
- 01
Find the job
Who should understand, decide, notice, or do something after reading?
- 02
Attach the source
Put the customer question, event, note, result, or approved fact beside the draft.
- 03
Choose your contribution
Add the example, judgment, process, or view that you can honestly own.
- 04
Rebuild the opening
Begin where the useful detail starts—not with a universal claim about modern life.
- 05
Vary the treatment
Use the structure the idea needs: explanation, scene, comparison, demonstration, or invitation.
- 06
Read it aloud
Cut the line you would never say and break the rhythm that sounds mechanically perfect.
Generic writing can survive every banned-word check.
Check whether every paragraph follows the same shape, every point resolves too neatly, and every CTA asks for engagement without a reason. A synonym can hide the same empty structure.
Empty contrast
“It’s not about X. It’s about Y.” Neither side says anything concrete.
Borrowed drama
A small update becomes a revolution, game-changer, or bold new era.
Perfect symmetry
Every post opens, lists three points, summarizes, and asks the same question.
Ownerless CTA
“What do you think?” appears even when no useful conversation has been invited.
Give every post a source and a reason to exist.
Research method: live US-English Google results, competitor editing guidance, current Reddit discussions about generic AI copy, and local Emelyn prospect evidence checked 29 August 2026. The bakery scenario is a worked example, not a customer account.
Cloud Campaign answer Merritt editing guide Practitioner discussion
Editorial status: author and reviewer unassigned; last checked 29 August 2026. Corrections: hello@emelyn.ai.