Build a fact-checked content drafting workflow

An AI content workflow should make it easier to publish something useful and accurate. Begin with a reader's question, an approved set of business facts, and a person responsible for checking the result. A polished draft is an intermediate product; the important outcome is content you can stand behind.

This guide is for owners and small marketing teams creating website articles, service pages, or customer guides. You will build a brief and review process that separates writing from approval. External guidance was reviewed on October 10, 2026.

1. Give each piece a distinct job

Write one sentence describing the reader and what they should be able to do afterward. “Help a shop owner prepare equipment for an installation visit” gives a draft a practical direction. “Write about AI for business” leaves too much room for generic advice.

Choose the question, boundaries, and next step before requesting an outline. Check your existing pages for overlap. If an older article already answers the question well, updating it may be more useful than adding another version.

This focus also matters for search. Google's current guidance warns that generating many pages without adding user value may violate its scaled-content spam policy. It calls for manual accuracy and trustworthiness review, including metadata. Google guidance on generative AI content.

2. Create an approved business facts sheet

List the facts the writer may use: service descriptions, geographic coverage, verified contact details, current offers, and limitations. Give each item an owner and review date. Keep tentative ideas in a separate section that cannot be presented as live services.

State which claims need specific evidence. Common examples include compatibility, availability, speed, cost savings, guarantees, and customer results. Avoid asking the model to “make it persuasive” without defining these boundaries; enthusiasm can turn a narrow fact into a broader promise.

For customer examples, use only material approved for that purpose. Otherwise, create a clearly labeled fictional scenario with invented names and no implied performance result. Do not blend details from real private conversations into an example that appears anonymous.

3. Gather sources before writing claims

Use primary sources for product features and technical requirements. Record the exact page, checked date, applicable version, and the claim it supports. A product homepage may establish that a tool exists without proving a specific integration works.

Keep source research separate from business capabilities. A vendor may document a feature that your company has never configured or tested. The draft can explain the feature with attribution, but it should not announce that you provide it unless the service owner has verified that fact.

For evidence-sensitive advertising, seek appropriate specialist review. The US Federal Trade Commission states that advertising claims must be truthful, non-deceptive, and evidence-based. That is a useful warning against unsupported promises; it is not a complete legal checklist for every jurisdiction or industry. FTC advertising and marketing guidance.

4. Draft with a visible claim review sheet

Ask for the article and a separate list of factual claims. For each claim, identify the supporting source or approved business fact. Mark unsupported statements for removal, qualification, or further research.

Check the strength of the wording. “Can help prepare a draft” differs from “automates the process.” “Documented for this version” differs from “works with every setup.” Avoid converting a vendor's conditional explanation into a universal recommendation.

Require the draft to explain how to use the information. A specific checklist, worked decision, or original example adds more value than repeating product descriptions. Keep quoted material short, clearly attributed, and necessary. Source-backed writing should still be your own explanation.

Fictional example

Birch Demo Services is a fictional office-support business planning an article about appointment preparation. Its approved facts say that a coordinator reviews each request during posted office hours. An AI draft adds “instant confirmation, any time.” The review sheet flags that phrase because no source supports it.

The editor replaces the promise with a description of what the customer should submit and when the coordinator reviews it. A fictional sample request illustrates the required details. The article becomes more useful without inventing round-the-clock service or a customer success story.

5. Review the whole publication package

Read the draft once for factual accuracy and once for the reader's experience. Follow every instruction as though you were the intended customer. Check that the article answers its opening question and that the call to action matches an actual next step.

Review the title, search description, image captions, alternative text, and any structured data as carefully as the body. A cautious article can still be misrepresented by a headline promising guaranteed savings. Google explicitly includes several of these metadata elements in its review guidance.

Keep approval tied to a specific version. Record the reviewer, approval date, unresolved limitations, and publication destination. If a later edit changes a price, promise, compatibility statement, or customer example, route that change back to the appropriate reviewer.

Publication checklist

1. The piece solves one clear reader problem.
2. Business facts match the approved current sheet.
3. Technical claims have dated primary sources.
4. Examples are authorized or explicitly fictional.
5. Benefits are explained without invented measurements.
6. Metadata matches the reviewed article.
7. Links and the intended next step work.
8. A named person approved the final version.

For a repeatable content setup, bring your facts sheet and one draft with marked corrections to InstallAI. Those materials help define where AI drafting is useful and where your team's judgment must remain part of the process.