AI Prompt Gear Review Desk
The AI Prompt Gear Review Desk exists to keep high-intent pages from drifting into vendor summary, stale pricing, or shallow operational advice.
The review function is narrow on purpose. It is meant to catch the claims that can mislead a serious reader:
- cost math that no longer reflects the public pricing surface,
- governance claims that sound clean in theory but fail under production pressure,
- or tool comparisons that ignore rollout and support reality.
What the review desk checks
Section titled “What the review desk checks”For major updates, the review desk focuses on:
- whether the decision logic is coherent,
- whether pricing-sensitive claims still map to public pricing,
- whether rollout advice matches the actual control boundary being discussed,
- whether a page adds real information instead of paraphrasing another page on the site.
- whether the title, description, internal links, and structured data all describe the same reader task.
- whether the page exists for a real decision rather than for phrase coverage.
Review gates
Section titled “Review gates”The review desk uses a practical gate system instead of treating every page the same way. A broad foundation page, a policy page, a pricing-sensitive comparison, and an image prompt pattern need different checks.
| Gate | Applied when | What can fail the page |
|---|---|---|
| Content value | Any public page | The page is too thin, too generic, or does not explain the reader’s next step. |
| Source and freshness | Vendor, model, API, pricing, or policy claims | The claim cannot be traced to a current public source or the review date is stale. |
| Workflow realism | Agent, support, research, coding, or governance guidance | The advice ignores owners, approvals, escalation, cost, or failure recovery. |
| Commercial separation | Comparison, advertising, affiliate, or sponsor-adjacent content | Commercial framing quietly changes the editorial conclusion. |
| Internal architecture | New hub or long-form reference page | The page duplicates an existing page or weakens cluster navigation. |
What review does not mean
Section titled “What review does not mean”Review is not a promise that every vendor behavior or price will stay unchanged after publication.
It means the page was checked for:
- internal coherence,
- practical fit,
- and obvious mismatch between the advice and the current public information surface.
How reader feedback is handled
Section titled “How reader feedback is handled”Reader feedback is most useful when it identifies a specific page, claim, table, source, or missing boundary. The review desk does not need broad praise or broad disagreement to make a page better; it needs evidence that a reader could be misled or that the page does not answer the task it claims to answer.
Feedback may lead to one of several outcomes:
- a small correction to wording, links, or dates;
- a material update to pricing, model behavior, or vendor positioning;
- an added limitation note or not-for section;
- a new internal link to a stronger page;
- a decision to merge, redirect, or de-emphasize overlapping pages.
When a page should be reviewed again
Section titled “When a page should be reviewed again”Re-review is usually warranted when:
- a platform changes pricing or packaging,
- a tool boundary changes,
- a workflow gains or loses a built-in capability,
- or the site’s own content structure creates overlap that needs to be cleaned up.
For the broader publishing standard, see the site’s Editorial Policy.