--- title: "AI Content Governance Policy: A One-Page Rule Set for Lean Teams" description: "Use this one-page AI content governance policy for lean teams: banned inputs, named human review, provenance fields, and refuses that keep automation useful." url: "https://articles.flowcrews.com/ai-content-governance-policy-a-one-page-rule-set-for-lean-teams" category: "Governance" date_published: 2026-10-18 reading_time_minutes: 7 word_count: 1678 --- # AI Content Governance Policy: A One-Page Rule Set for Lean Teams *A fail-closed page lean publishers can copy: what to automate, what a named human must review, and what to refuse.* ![AI Content Governance Policy: A One-Page Rule Set for Lean Teams](https://pub-07fb5e4955ba485b822d6b388be96d9a.r2.dev/2e474d51-a072-472e-ab2f-1a43a8990566/ai-content-governance-policy-a-one-page-rule-set-for-lean-teams/hero-60ecfa71-4115-4c74-942d-026eebdef3b5.jpg) **TL;DR:** - AI content governance decides who may use AI, which inputs are banned, when a named human must review, what is logged, and when disclosure is required. - Google allows AI-assisted pages but requires manual fact-checking of the article and of titles, meta descriptions, structured data, and alt text. - A lean team’s floor is one page of rules, a data-tier rule, an approved-tools list, and one named owner. - Automate the draft and the log; require a named reviewer for sourced claims; refuse unsourced numbers, restricted data in public tools, and pages that exist only to rank. ## What AI Content Governance Is—and Why a Style Guide or QA Checklist Is Not Enough ## What Belongs on a One-Page AI Content Policy—and Who Owns It ## Which Inputs Should Never Go into a Public AI Tool? ## What a Human Must Check Before an Automated Article Publishes ## When AI-Written Text Needs a Visible Label ## Does Google Penalize AI-Written SEO Content, or Only Scaled Content Abuse? ## What Belongs in the Provenance Log, and How Risk Tiers Change Approval ## How Often to Review the Policy, and What Forces an Update ## Conclusion - One-page policy — AI content governance is the rule layer over who may create, which inputs are allowed, what a named human re-checks, how disclosure is decided, and what evidence is kept, not a style guide, detector score, or QA checklist. - Three verbs — Automate drafts, source packs, and logs; require a named human to re-check sourced claims including title and meta; refuse unsourced numbers, restricted data in public tools, and ranking-only pages. - Public-tool ban — Customer or personal data, credentials, unpublished source packs, unreleased pricing, and health, legal, or performance facts tied to a real person stay off unapproved tools. - Publish gate — Models predict words rather than retrieve facts, so body, titles, meta, structured data, and alt text need a human who can change or reject substance; spell-check, grammar, detector scores, and self-rereads do not count. - Label and log — A visible label is required only for AI text that informs the public on matters of public interest unless genuine editorial control applies, and a post-sign-off model edit returns the draft to hold; the provenance log must record model, prompt, sources, reviewer, approval, disclosure, and final URL. - Review cadence — Reread the page quarterly and rewrite it the same day a tool, transparency rule, spam guidance, near-miss, or post-sign-off model edit changes the risk. Pin this one-page rule set where sign-off, QA, and your publishing workflow already link, and name the owner who can kill a draft before the next automated page goes live. ## Frequently Asked Questions ### What is AI content governance? It is the policy, controls, and record around generative output: who may create it, which inputs are allowed, how prompts and outputs are logged, when a human must review, how involvement is disclosed, and what evidence is kept. A style guide or a detector score does not do that job. ### Does Google ban AI-written content? No. Google says generative AI can help research and structure original content, but producing many pages without added user value may violate its scaled content abuse policy. It also says every AI-generated page must be manually fact-checked for accuracy before publishing, including metadata that can appear in Search. ### How long should an AI acceptable-use policy be for a small team? One page. Rework argues that until a specific risk trigger fires, a roughly 50-person company needs one page of rules, one data rule, one approved-tools list, and one named owner. A longer document tends to become decoration. ### When does EU AI Act text labelling apply? Article 50 transparency obligations apply from **2 August 2026**. Visible labelling of AI-generated or manipulated text is required when it is published to inform the public on matters of public interest. Text that had genuine human review or editorial control does not need that label. ### Does spell-checking count as human review? No. The European Commission says spell-checking, grammar correction, and other superficial checks are not human review or editorial control. The reviewer needs authority to approve, alter, or reject the substance, including fact-checking. A substantive AI rewrite after sign-off voids that exception. ### What should a publish log contain? At minimum: model and version, prompt and system instructions, retrieval sources, output, reviewer, approval status, disclosure decision, and final URL. A human read without that record is not enough to reconstruct an error. ## Sources - [https://www.snowflake.com/en/artificial-intelligence/ai-governance/ai-content-governance/](https://www.snowflake.com/en/artificial-intelligence/ai-governance/ai-content-governance/) - [https://www.justthink.ai/blog/ai-content-governance-enterprise-teams](https://www.justthink.ai/blog/ai-content-governance-enterprise-teams) - [https://resources.rework.com/insights/ai-workplace/how-much-ai-governance-small-company-needs](https://resources.rework.com/insights/ai-workplace/how-much-ai-governance-small-company-needs) - [https://www.sentinelone.com/cybersecurity-101/data-and-ai/ai-acceptable-use-policy/](https://www.sentinelone.com/cybersecurity-101/data-and-ai/ai-acceptable-use-policy/) - [https://developers.google.com/search/docs/fundamentals/using-gen-ai-content](https://developers.google.com/search/docs/fundamentals/using-gen-ai-content) - [https://digital-strategy.ec.europa.eu/en/faqs/transparency-obligations-under-article-50-ai-act](https://digital-strategy.ec.europa.eu/en/faqs/transparency-obligations-under-article-50-ai-act) - [https://proofmap.com/insights/toolkit/ai-use-policy-editorial-review-standard](https://proofmap.com/insights/toolkit/ai-use-policy-editorial-review-standard) - [https://victorious.com/blog/scaled-content-abuse/](https://victorious.com/blog/scaled-content-abuse/)