How to Review AI Content Before Publishing
Review AI-assisted content in four passes: verify factual claims against approved sources, check the piece against its intended audience and goal, confirm destination-specific requirements, and inspect the exact final draft or media asset. Treat approval as an accountable decision, not a quick glance at a summary.
By VibeCody · Reviewed July 20, 2026
Start with facts and sources
Mark every claim that could harm trust if it is wrong: prices, dates, product details, medical statements, legal language, comparisons, quotations, and statistics. Check those claims against a current source the brand accepts.
If a statement cannot be supported, revise it, qualify it clearly, or remove it. Fluent wording is not evidence.
Check the audience, purpose, and voice
Ask whether the piece helps the intended reader do something useful. Then check that its tone, terminology, offer, and call to action match the brand rather than sounding like a generic template.
- Is the audience specific and recognizable?
- Does the opening make the value clear?
- Are claims consistent with approved brand language?
- Is the requested next step appropriate for this channel?
Review the destination-native version
Do not approve one generic paragraph and assume it works everywhere. A website article, LinkedIn post, Google Business update, and short video have different structures, fields, media constraints, and viewer expectations.
Review the exact version that will be exported or published, including title, caption, links, media, subtitles, and any location-specific information.
Inspect the final artifact
For text, scan formatting, links, metadata, and mobile readability. For video, watch the rendered output with sound on and off, check subtitles, framing, timing, and the final call to action. Approval should attach to the final version, not an earlier draft.
Choose export, manual posting, or a connection
A finished item can be exported or posted manually. Where VibeCody shows a supported, configured publishing connection, it can also follow that destination flow. Connection readiness should always be visible before the final action.
Quick answers
Frequently asked questions
Can AI content be published without review?
It may be technically possible in some workflows, but accountable human review is the safer default, especially for factual, regulated, or reputation-sensitive content.
What should happen when a fact is uncertain?
Return the item for revision with the exact unsupported claim and the source needed to resolve it. Do not hide uncertainty with more confident wording.
Is approving the copy enough for a video?
No. Review the rendered file, subtitles, crop, audio, timing, and any platform-specific packaging.
Does VibeCody publish to every destination?
No. Direct publishing depends on provider support and account configuration. Export and manual posting remain valid completion paths.
Editorial notes
Product basis
VibeCody product descriptions on this page were checked against the active web, iOS, API, worker, database, and queue implementation. They describe the product model, not a promise that every destination connection is already available.