How Do You Use AI to Build a Landing Page Outline?

Use AI to build a landing page outline by supplying verified offer details, identifying the visitor’s main question, and requesting sections tied to that information. Ask it to separate supported statements from missing information, then review the outline before drafting copy. Treat the output as a planning document—not permission to invent benefits, testimonials, or guarantees.

A landing page is a web page built around a specific offer and a primary visitor action, such as requesting a quote or booking a consultation.

For this workflow, keep the assignment narrow: organize what your visitor needs to know before taking that action. Leave design, polished headlines, and persuasive flourishes until you have checked the underlying information.

What should you give AI before asking for an outline?

Start with an offer brief rather than a request to “make a high-converting landing page.” Collect information you can confirm from your current service documents, booking process, or approved business materials.

Include these fields:

• Offer: What you sell, described plainly.
• Audience: Who the offer serves and any eligibility limits.
• Deliverables: What the customer actually receives.
• Process: What happens before, during, and after delivery.
• Commercial details: Approved pricing, payment terms, and cancellation conditions, if available.
• Evidence: Approved testimonials, authentic work samples, or documented credentials, if available.
• Next action: What visitors should do and where that action leads.
• Unknowns: Anything you have not confirmed.

Give each supplied item a short label, such as “Scope,” “Process,” or “Booking.” Ask AI to cite those labels beside its proposed talking points. This gives you a straightforward way to check where each statement came from.

For more help structuring the brief, use Web Media University’s guide to what to include in AI marketing prompts.

How should you separate evidence from assumptions?

Use three explicit categories in your brief:

• Confirmed: Approved information that may appear in the outline.
• Hypothesis: An audience concern or positioning idea that needs checking.
• Missing: Information the business must supply before related copy is published.

Keep a confirmed deliverable separate from a claimed outcome. “Includes a written action plan” describes scope. “Will double your leads” promises a result and requires its own substantiation.

The FTC’s advertising guidance explains that advertising claims must be truthful, non-deceptive, and evidence-based. Do not let an AI-generated sentence bypass that standard.

How do you identify the visitor’s main question?

Write the question the page should answer before choosing sections. Use actual inquiry emails, sales conversations, or customer interviews when you have permission to use them. Remove personal or confidential information before sharing material with an AI tool.

If you lack customer research, label your proposed question as a hypothesis rather than presenting it as an established audience insight.

For a hypothetical website review service, the question might be:

“Will this review tell me what to change, or will I still need someone to make the changes?”

That question suggests putting deliverables and implementation boundaries near the beginning of the outline. It does not justify promising more sales or faster growth.

Also note the visitor’s starting point. If someone arrives from an advertisement about a website review, ask the outline to preserve that offer language rather than introduce an unrelated service.

What prompt should you use for a landing page outline?

OpenAI’s prompt engineering guide recommends clear instructions and relevant context. Apply that approach by specifying both the desired output and the limits on what AI may propose.

Use this prompt after your offer brief:

Build a landing page outline using only the confirmed information below. Do not write the finished page.

Audience: [insert audience]. Main visitor question: [insert question and mark whether researched or hypothetical]. Primary action: [insert action and destination]. Confirmed offer information: [paste labeled details]. Available evidence: [paste approved evidence or write “none supplied”]. Missing information: [list unknowns].

For each section, provide a working heading, the visitor question it answers, talking points, supporting brief labels, and unresolved information. Clearly distinguish suggested positioning from verified facts.

Do not invent benefits, results, testimonials, credentials, prices, deadlines, guarantees, or availability. Mark unsupported details “Needs confirmation.” Omit testimonial sections when no approved testimonials are supplied. Finish with questions for the business owner.

Then review the response in this order:

1. Check every talking point against the brief.
2. Remove unsupported claims rather than merely softening their wording.
3. Answer missing-information questions or omit the affected content.
4. Check that the section order answers the visitor’s main question.
5. Confirm that the proposed button matches the actual next step.

What should a section-by-section outline look like?

Consider a hypothetical website review service. Assume its approved scope includes a review of an existing website, a written action list, and a discussion call. Website edits are excluded, the next step is an inquiry form, and no testimonials are supplied.

A suitable outline could look like this:

Section	Visitor question	Supported talking points	Missing information
Offer summary	What is this?	Website review with a written action list	Approved audience wording
Deliverables	What will I receive?	Review, action list, discussion call	Review scope and document format
Boundaries	Will you make the changes?	Website edits are excluded	Whether implementation is available separately
Process	What happens after I inquire?	Inquiry form is the next step	Confirmed response and delivery process
Review example	Can I see the work?	No example supplied; omit for now	Approved sample, if available
Final action	How do I ask about this?	Inquiry button linking to the form	Final button wording

Notice what is absent: invented turnaround times, revenue promises, customer quotes, and claims that the service suits everyone. Keep unresolved questions in the working document, not on the published page.

What if you do not have testimonials?

Skip the testimonial section. Do not ask AI to create representative customer quotes or write fictional praise that resembles real feedback.

Instead, consider showing an authentic sample deliverable, an approved process walkthrough, or a clear explanation of what is included and excluded. Use only materials you have the right to publish.

If you create a demonstration, label it as an illustrative example. Do not present it as client work or evidence of customer results. If no suitable evidence is available, focus the outline on factual scope and transparent next steps.

How do you choose the right call to action?

Choose the action your business can actually support. Match the button label to what happens immediately after the click:

• Request a quote: Use when the destination starts a quote request.
• Book a consultation: Use when visitors can select an appointment.
• Send an inquiry: Use when visitors submit a general contact form.
• Buy now: Use when the destination supports purchasing the stated offer.

Do not label a general inquiry form “Book now” if it does not book anything. Ask AI to flag any mismatch between the proposed label and the destination.

Before moving into full copy, follow the AI-written marketing content review checklist. Keep the confirmed brief attached to the outline so the writer or designer can distinguish approved material from unresolved questions.

For further AI marketing education, explore Web Media University’s Professional AI Marketing Certification, a professional AI marketing certification program.

Get certified — Join the membership

Sources

• OpenAI: Prompt Engineering