Comparisons
Human review or auto-publish: how to choose
Human approval is the default in RankAI. Auto-publishing is switched on per site and still runs through the checks. Here is how to decide which one fits.
In the editorial plan, the version a person has approved is the starting point: when a version is ready and someone takes responsibility for it, human review makes sense. Automatic publishing works differently. It is switched on per site and still runs through the checks, so it fits when the workflow is repeatable and the checks are already defined. In RankAI the default is human approval of a version. Turning on automatic publishing does not remove the checks; it moves them. The choice is about responsibility and verification, not speed.
Two modes, two kinds of responsibility
Human review puts responsibility on the person who approves a version, and this is RankAI's default mode. Automatic publishing is switched on per site and stays subject to the checks, so responsibility is split between whoever configures the workflow and whoever verifies the results. Mixing up the two modes leads to inconsistent checks.
A working grid from RankAI
The grid below is a working proposal from RankAI, not a universal standard. It is meant to help you decide case by case, not to set rules that always apply. Each line is a heuristic.
- Responsibility (heuristic): if a version needs a person to approve it, human review is the consistent choice. If the workflow is already approved upstream, automatic publishing can be considered per site.
- Checks (heuristic): if the checks are defined and verifiable before publishing, automatic publishing stays subject to them. If the checks change from version to version, human review fits better.
- Scope (heuristic): automatic publishing is switched on per site, so it has to be decided site by site, not as a general setting.
Three concrete steps to decide
- Name who approves the version. Test: in the editorial plan there is a name or a role that approves that version before publishing. If there is none, the default human review stays in place.
- List the checks before switching on automatic publishing. Test: for each site, the checks are written down and verifiable. Automatic publishing is switched on only after that list exists.
- Confirm the scope per site. Test: the decision is recorded for each individual site, because automatic publishing is switched on per site and not as a global setting.
What we observe and what we don't
The public pages name ChatGPT, Perplexity, Gemini, Grok and Google AI. Claude and Grok are measured only after you connect them. Gemini and Google AI Overviews are not the same observation: treat them as two separate observations. We do not add engines beyond the ones listed on the public pages.
A working proposal from RankAI: before switching on automatic publishing for a site, write one line naming who is accountable for the published version, and a list of the checks that stay active. If either is missing, human review remains the default choice. This sequence does not promise ranking results. It only makes responsibility explicit and keeps automatic publishing from being read as an absence of control. In the editorial plan, the version a person has approved and the version published automatically should be kept distinct: the first has a named approver, the second depends on the checks configured for each site.
A limit you can check
RankAI does not offer a universal rule for choosing between human review and automatic publishing. The grid is a working proposal, and the thresholds have to be checked case by case. For details on the modes and the checks, see the features page.