An AI-written landing page can look finished while still containing an invented guarantee, an unavailable service or a form that never reaches the sales team.
Before buying traffic, verify the page as a business promise and a working customer journey. Good grammar and attractive layout are only part of acceptance.
Use the checklist below to decide whether the page is ready, which faults must be fixed and what can be tested after a trustworthy baseline exists.
Review claims against a source of truth
Create an evidence register for statements that can influence a purchase.
| Page statement | Source to verify | Approval decision |
|---|---|---|
| Services and locations | Current service list and operating boundary | Remove anything the business cannot provide |
| Prices and inclusions | Approved offer or quoting rules | Correct missing conditions and exclusions |
| Qualifications or awards | Actual documents and the right to describe them | Publish only accurate, current wording |
| Customer numbers or results | Records supporting the specific statement | Remove invented figures and unsupported implications |
| Testimonials and project examples | Genuine source material and appropriate permission | Use only authentic, approved material |
| Guarantees and deadlines | Real business policy and fulfilment capacity | Confirm exact terms before publishing |
AI tools can produce plausible details when the brief does not contain enough information. Do not assume a confident sentence came from a business record.
Give each material claim an owner. A copywriter should not approve a fulfilment promise on behalf of the operations team.
Read the offer from the customer's perspective
Ask someone unfamiliar with the draft to answer five questions:
- What can I buy or enquire about?
- Is it available in my location?
- What determines the price?
- What do I need to do next?
- What happens after I submit?
If the reviewer cannot answer, fix the missing information.
For a hypothetical service page, “Book today for guaranteed same-day service” would fail approval if same-day capacity is not guaranteed. Replace it with the business's actual booking process, rather than inventing a softer promise that is still untrue.
Also check whether the main button accurately describes the next step. “Get an instant quote” is misleading when the team manually reviews the job and replies later.
Match the page to the advertisement
Review the planned ad and landing page together.
The service, product, price statement, location and offer conditions should be consistent. A specific-service advertisement should not send visitors into a general page where the promised service is difficult to find.
Google's landing-page guidance describes the importance of matching the landing page to the advertisement and user expectations.1 Translate that into a direct acceptance test: can a customer quickly recognise the same offer after clicking?
Check each campaign destination and relevant language version. Do not assume that a corrected English page also updates the Simplified Chinese or Traditional Chinese copy.
Test the complete enquiry or purchase route
Click every primary call to action on the public page. Use valid test details and coordinate with the business so test records are clearly identified.
For a service form, verify:
- Valid input can be submitted.
- Required fields and error messages work.
- The success state appears only after submission succeeds.
- The intended inbox or CRM receives the record.
- The record includes information the sales team needs.
- A real owner can find it and follow the promised process.
For an online store, check product selection, stock, price, shipping information and the completed-order journey through the approved testing method.
Do not use a successful browser confirmation as the only evidence. The customer-facing action and the business receiving the outcome are separate checks.
Verify conversion tracking against the business event
Record which action should count and when it should occur.
A form conversion should represent the intended successful enquiry event, rather than every visit to a reusable confirmation page. A purchase event should correspond to the completed-order definition used by the store.
Check for repeated events after refreshes or repeated navigation. Where transaction IDs are used, verify that they are stable for the same transaction and unique across different transactions. Google's guidance explains how IDs can minimise duplicate recording for the same conversion action.2
Keep micro-actions such as button clicks clearly labelled. They can help explain the journey without being presented as completed leads.
For a broader diagnosis, use the conversion-tracking review and CRM reconciliation process.
Walk through the mobile page
Use the actual published page, rather than an editor preview alone.
Check whether the first screen explains the offer, whether text is readable and whether sticky elements cover content or controls. Open the form, use its fields and inspect error messages with the on-screen keyboard visible.
Test important navigation, contact links and the return path after validation errors. Confirm the customer can review material conditions before submitting or purchasing.
A page that looks good in a desktop screenshot may still create a difficult mobile contact journey.
Verify language and follow-up expectations
If the page offers English, Simplified Chinese or Traditional Chinese content, confirm the offer means the same thing in each version.
Then check which written replies, calls and service documents the business can actually provide. The page should make relevant limitations clear before the customer chooses a contact route.
Use the language handoff guide when the sales team's capabilities differ from the page language.
Make a documented launch decision
Classify review findings into three groups:
| Finding | Launch treatment |
|---|---|
| False claim, unavailable offer or broken submission route | Fix and verify before buying traffic |
| Missing information that materially affects the decision | Complete it before launch |
| A truthful message or layout choice with no confirmed fault | Define a controlled post-launch test |
Record the page version, date, reviewers and evidence that the essential checks passed. After meaningful edits to forms, offers or tracking, repeat the affected checks.
A landing-page review should produce this concrete acceptance record. Once the page accurately describes the business and the enquiry journey works, advertising tests can focus on whether the message persuades the right customer.