Operations
Part of Build an AI content operations delivery model that survives audit
Run an AI content operations quality checklist before you scale
A working checklist for AI content operations quality control in England, covering crawl budget, risk controls, copy checks and named ownership.
What to take away
- Every stage needs a named owner, or quality drifts as volume rises.
- Technical, editorial and regulatory checks are separate gates, not one review.
- Google crawl rate guidance and the NIST AI RMF Playbook both assume someone owns the control.
- Advertising copy needs a pre-publication check, not a post-publication apology.
Map the stages you control
Start by listing each stage where content changes hands: brief, draft, edit, publish, refresh. For each one, write the name of the person accountable. If a stage has no owner, that is your first fix. The AI content operations: operations and delivery guide sets out how those stages fit a wider delivery model.
Content stages and owners
- Brief: name accountable owner
- Draft: name accountable owner
- Edit: name accountable owner
- Publish: name accountable owner
- Refresh: name accountable owner
- No owner: first fix
Number the checks in order
- Confirm the brief states the audience, the claim and the source for every figure.
- Check the draft against the brief before any editing begins.
- Run a fact and citation pass, logging each source with its date.
- Run a regulatory pass for advertising claims and sector rules.
- Approve the final copy against the publishing checklist.
- Record the reviewer, the date and the version published.
- Schedule the first refresh date at publication, not later.
Seven steps is enough for most teams. If yours needs ten, split the regulatory pass by sector.
Technical checks
Crawl demand is a quality issue, not only an SEO one. If generated pages multiply faster than your site can be crawled, important pages wait. Google publishes guidance on reducing crawl rate for site owners who need to manage how much of their site is fetched.
Set a CAP on new URLS per week. Review the sitemap monthly and remove thin pages rather than leaving them to accumulate.
Editorial checks
Every draft should answer one question for one reader. Check that the first paragraph does that before you check style. Then check that no sentence makes a claim the cited source does not support.
Ban unsourced numbers. If a figure matters, name the source and its date in the sentence. Otherwise label it as an illustrative example, such as a team paying £400 a month for a tool.
Regulatory checks
Advertising claims face rules that editorial copy does not. The ASA Copy Advice service offers pre-publication advice on whether copy is likely to comply with the advertising codes.
Build this into the workflow for any page that promotes a product or price. Waiting until after publication turns a check into a correction.
Risk controls
AI risk controls only work when they attach to a stage someone owns. The NIST AI RMF Playbook sets out actions for operationalising the framework, including assigning roles and documenting decisions.
Pick three controls for your workflow: a source log, a human approval step and a rollback route. Document who can halt publication.
Ownership and roles
A checklist fails when nobody is accountable for running it. Decide who signs off regulated copy, who maintains the source log and who reviews the CAP on new pages.
The AI content operations team roles in England article explains how to split those duties across editors, technical staff and reviewers.
Review cadence
Run the checklist weekly for the first month, then monthly. Track two numbers: pages published and pages corrected after publication. A rising correction rate means a gate is being skipped.
Refresh the checklist when you add a channel, a language or a new claim type. A checklist that never changes stops matching the work.
Common questions
Who should own the checklist?
An operations lead or managing editor, with named deputies for each stage. Ownership should sit with a role, not a person, so it survives staff changes.
Does this apply outside England?
Advertising codes and much of the regulatory framework apply across the UK, though some rules differ in Scotland, Wales and Northern Ireland. Check the specific rule before assuming it is uniform.
How often should we audit?
Monthly for correction rates, and a full review of the checklist each quarter. Add an immediate review whenever a new content type or claim category is introduced.
