Content AI can understand and cite, made continuously.
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Each question and gap chosen in Strategy becomes a page, FAQ, comparison, case study or industry insight. Every piece is written from verified Brand Knowledge and checked for GEO structure before a person approves it.
Most sites have content. Few have content AI can use: a question answered directly, facts stated plainly, a structure AI can read. Without this stage, the gaps found in Discover and Strategy stay gaps.
The question has no page
Customers ask AI “best cordless vacuum for pet hair”. Your site answers it nowhere, so AI cites the competitor that does. A question you are not cited for, a comparison a competitor wins.
The facts drift
An old spec sheet still says 45 minutes. Nothing newer states the runtime plainly, so AI repeats a fact you updated last year, or leaves out the message you most want in the answer.
The structure is unreadable
No direct answer in the first lines, no FAQ block, no structured data. A page AI cannot parse is a page AI does not cite, however good the writing is.
Seven content types, one rule: each answers a real customer question, uses only verified Brand Knowledge and carries the structure AI needs to cite it.
Expert Content
Guides and explainers that answer the question directly, with the depth AI looks for before it cites a source.
FAQ
One question, one short answer with its source fact, in a block AI can lift straight into its reply.
Comparison
The same criteria for you and every competitor, so AI compares fairly instead of quoting their table.
Case Study
Who used it and what changed, with numbers you can stand behind: the evidence AI cites.
Industry Insight
What you know about the category, written in the words customers use when they ask AI about it.
Product / Service Page
Every spec, price and claim stated the way Brand Knowledge has it, so AI stops getting it wrong.
Schema
FAQ, Product, Organization and Article markup from the approved page, so AI reads the same facts a person does.
Demo data · LumiHome, a fictional cordless-vacuum brand
Start from an opportunity, not a blank page
Create starts from what Discover and Strategy found: a question where you are not cited, a comparison a competitor wins, a statement AI gets wrong, a message AI leaves out. Pick one and a brief opens.
A brief built from verified brand facts
Each brief lists the questions to answer, the facts to use from Brand Knowledge, the competitors AI already pairs you with, and the format that fits: guide, FAQ, comparison, case study or product page fix.
From brief to draft, then a GEO structure check
The draft uses only the verified facts in Brand Knowledge. A fact that is missing is marked for confirmation, never filled in. Then the GEO structure check: a direct answer, clear headings, an FAQ block and structured data, before a person approves it.
Review, ask for changes, approve
Ask for a change in plain language, see which facts are verified and which still need confirmation, and approve. Nothing moves on to Distribute without a person’s approval.
See what each piece changed
After Distribute publishes, Measure pins each piece to the chart: visibility rank, score and citation share before and after. A change that follows a publish is a clue, not proof, and the next brief starts from it.
Not a blog generator. A system that turns customer questions and verified brand facts into a knowledge structure AI can read.
Customer Question
Start from a question customers actually ask AI, chosen in Strategy: where you are not cited, where a competitor wins, where AI gets a fact wrong.
Topic Cluster
Group the related questions into one cluster, so the guide, its FAQ and its comparison reinforce each other instead of competing for the same answer.
Content
Draft the expert content, FAQ, comparison, case study or industry insight from verified Brand Knowledge, then check GEO structure: direct answer, headings, FAQ block, schema.
AI Citation Opportunity
A person approves, Distribute publishes, and Measure tracks whether AI starts citing the page for that question. What it learns feeds the next brief.
What Create starts from
Every brief begins with a question the earlier stages chose and the facts flowgen verified.
Customer questions
The questions worth winning, the competitor gaps and the content gaps, ranked by opportunity.
Facts · Brand KnowledgeVerified brand facts
Products, specifications, pricing, certifications, cases, FAQ, terminology and claims, each with its source.
From · 01 DiscoverDiagnosed gaps
Where AI leaves you out today, which statements it gets wrong and how ready your pages are to be cited.
Every format starts from the same brief, uses only Brand Knowledge and passes the same GEO structure check before a person approves it.
Topic clusters
Related questions grouped into one cluster, so each guide, FAQ and comparison strengthens the others instead of competing.
Brief from Brand Knowledge
Questions, verified facts, competitors and format in one brief that a writer or an agency can work from directly.
Verified facts only
Drafts use only the facts in Brand Knowledge. A fact that is missing is marked for confirmation, never filled in.
GEO structure check
Direct answer, clear headings, FAQ block, structured data and consistent facts, checked on every draft before approval.
Existing page optimization
Rewrite the pages you already have so AI finds a direct answer, clear headings and the facts stated the way Brand Knowledge has them.
Structured data / schema
FAQ, Product, Organization and Article markup written from the approved page, so AI reads the same facts a person does.
Human approval
Ask for changes in plain language, see which facts are verified, approve. Nothing is published without a person.
The format follows the question
Guide, FAQ, comparison, case study, industry insight, glossary entry or product page: the question decides the format, not the other way round.
SEO + GEO in one check
One structure check for search engines and answer engines: direct answer, headings, FAQ block, structured data and consistent facts.
Content refresh
When a fact changes in Brand Knowledge or a page loses citations, the piece comes back as a new brief instead of going stale.
Illustrative example. LumiHome sells the LumiClean Pro cordless vacuum and is not cited for the pet hair questions that HomeMate and CleanPro win.
| Step | What Create produced | Source / check | Status |
|---|---|---|---|
| Customer Question | “What is the best cordless vacuum for pet hair?” LumiHome is not cited; HomeMate and CleanPro are. | 02 Strategy · 14 uncited questions | Brief opened |
| Topic Cluster | Pet hair · allergies · robot vacuum vs cordless · small apartments: four questions, one cluster. | 02 Strategy | Cluster set |
| Expert Content | Best Cordless Vacuum for Pet Hair: 2026 Buying Guide | 3 facts verified · 1 needs confirmation | Approved |
| FAQ | Filter cleaning, runtime, pet hair and allergy questions, one sourced answer each. | FAQ block + FAQ schema | Approved |
| Comparison | Robot vacuum vs cordless, the same criteria for LumiClean Pro, HomeMate and CleanPro. | GEO structure check passed | Approved |
| Product / Service Page | LumiClean Pro runtime corrected to 60 minutes in eco mode; Product schema added. | Brand Knowledge · spec sheet | Published |
| AI Citation Opportunity | Visibility 42 → 64 and citations 320 → 680 in the weeks after publishing, tracked in Measure. | 06 Measure · before / after | Clue, not proof |
Create reports what it produced and how ready it is to be cited. Whether AI answers change afterwards is measured in stage 06.
Demo data. The visibility change that followed (42 → 64) belongs to Measure: a change that follows an action is a clue, not proof.
Frequently asked questions
Is Create an AI writing tool?
No. A writing tool starts from a prompt. Create starts from a customer question chosen in Strategy and from the verified facts in Brand Knowledge, and structures the result so AI can cite it. A person approves every piece.
What kinds of content does Create produce?
Expert content, FAQs, comparisons, case studies, industry insights, product and service pages and structured data (schema), plus optimized versions of pages you already have. Every piece goes through the same GEO structure check.
Does it invent facts?
No. Drafts use only the verified facts in Brand Knowledge. When a fact is missing, the draft marks it for confirmation instead of filling it in.
What does the GEO structure check look at?
Whether the page answers the question directly, has clear headings and an FAQ block, carries the right structured data, and states each fact the way Brand Knowledge has it.
Does Create publish content?
No. Create prepares content for approval. A person approves each piece, and publishing happens in the next stage, Distribute.
Is your name in the answer when AI describes your industry?
Start by checking your current GEO status.