AI Blog Automation: What to Automate and What to Review
Start AI blog automation with repetitive work such as organizing sources, drafting, preparing images, and saving WordPress drafts. Keep factual judgment and publication decisions as separate review stages, and verify saved results before publishing or scheduling. Define automation by whether you can detect and recover from errors, rather than by how many posts it generates.
Separate repeatable work from editorial decisions
Automation runs tasks in a defined sequence under specified conditions. Generating an article and saving it in WordPress are separate capabilities; connecting them does not complete fact-checking. Define the inputs, outputs, and stop conditions for each stage.
| Task | What can be automated | What needs checking |
|---|---|---|
| Planning and research organization | Sorting candidates and listing claims and sources | Overlapping topics and source suitability |
| Article preparation | Outlines, drafts, and formatting conversion | Accuracy, missing conditions, and sufficient explanation |
| Images | Generation, resizing, and uploading | Text, logos, visual errors, and possible misinterpretation |
| Saving | Setting content, excerpt, categories, and featured image | The destination site and actual saved values |
| Publication | Publishing or scheduling reviewed posts | Final public scope, dates, and rendered page |
A complete title and body do not make a post ready if its featured image is attached to the wrong article. Stage-specific completion criteria prevent partial success from being reported as overall success.
Begin with a workflow that ends at draft review
Start with input material → article generation → format checks → draft saving → review. Verify the whole process with one article before increasing the batch size. Successful generation alone is not a reason to move immediately to unattended publication.
Check required fields before saving: title, excerpt, heading structure, working links, and categories that actually exist on the site. Formatting checks can be automated, while usefulness and factual accuracy need separate review.
Verify image upload and post assignment separately. An image may be in the Media Library without being selected as the featured image. For batches, record each post ID, media ID, and stage status to prevent cross-assignment.
Understand the WordPress API request structure
An API, or Application Programming Interface, lets a program use another service through defined requests. The WordPress REST API can create, retrieve, and update posts. Its official posts reference describes fields for content, excerpts, categories, featured images, and status.
The following is an example request body an authenticated automation could send to POST /wp-json/wp/v2/posts. It is not a runnable script; it illustrates creating a draft without making it public.
{
"title": "Blog post title for review",
"content": "<p>Content to review.</p>",
"excerpt": "A summary of the topic and what readers will learn.",
"status": "draft"
}
Use IDs retrieved from the actual site when adding categories and a featured image. The media API's post field represents attachment ownership, while a post's featured_media selects its featured image. These are separate relationships. See the official media reference for the fields.
Immediately record the ID returned by a creation request. Repeating the same request blindly after a missing response may create duplicates. First check the work log and the site to determine whether creation succeeded, then decide whether a retry is needed.
Protect credentials and existing edits
Give the connecting account the required permissions and keep passwords and tokens out of public articles, prompts, and logs. WordPress supports application-password authentication over HTTPS. Check the supported conditions and connection method in its REST API authentication documentation.
When updating an existing post, compare the version initially read with the version immediately before saving. If the owner has edited it, reapply the proposal to the latest content rather than replacing it with an older draft. For a body-only edit, avoid also sending unrelated status, publication date, or slug fields.
Back up the body and important settings before changing a public post. Recovery needs to identify exactly which values belong to which article. Even if the automation keeps logs, check that it does not record authorization headers or secret values.
Verify scheduled dates, time zones, and actual status
When scheduling a reviewed article, align the input time with the site's time zone. Compare the WordPress API's local publication time with its GMT value to confirm they represent the same instant. Sending a scheduling request and verifying that the post was saved for a future time are different steps.
If the schedule uses Korean time, record the first release time and post order, then calculate whether saved times follow the intended interval. Do not merely change status while leaving an old draft date, or assume the computer's time zone matches the site's.
WordPress's default scheduling involves WP-Cron. The official documentation explains that page requests trigger checks for scheduled work, so execution can be delayed without visits. Where precise timing matters, also inspect the host's scheduled-task configuration. See the WP-Cron documentation.
If the saved status is future, record the task as “scheduled.” After the intended time, retrieve it again to check for publish and verify that its public URL opens while logged out before marking publication complete.
Stop at a failed stage and resume from there
Track each article separately in a batch. An image upload failure for one article must not be hidden by marking the batch successful. Record the actual state, such as “draft written, post saved, image assignment pending.”
- Editorial review failure: Record the required corrections and stop before saving or publishing.
- Upload failure: Check for an existing post and media item before retrying.
- Editing conflict: Read the latest content and revise the proposed change.
- Publication error: Identify the affected post and cause, then restore the necessary saved values.
Suppose a hypothetical job created post 5010 and uploaded media item 7020, but failed to set the featured image. The following checks let it resume without repeating successful creation steps. These IDs are illustrative; use IDs returned by the actual site.
- Retrieve the post with
GET /wp-json/wp/v2/posts/5010and compare its title, body, excerpt, categories, and status with the work log. Stop changes if someone else has edited it. - Retrieve
GET /wp-json/wp/v2/media/7020to confirm the file exists and check its attachment target inpost. - If the post, media, and intended relationship are still valid, retry only the missing featured-image assignment. Separately complete missing attachment ownership for media newly uploaded specifically for this post, without reassigning existing shared media.
- Read both records again and check the post's
featured_mediaand the new media item'spostagainst the intended IDs before marking completion. Do not start by creating another post or image.
At the end, retrieve saved content, excerpt, categories, and images again. If published, also check the final URL and mobile rendering. Evaluate automation using rework time, duplicates, and recovery capability alongside writing speed. Reducing repetition while retaining necessary review is a more manageable long-term process.




