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AI Visibility

We changed our offer, but AI still describes the old business

When a company changes its offer, its sales narrative can move faster than its public information. To investigate why AI still describes the previous business, compare what you sell today with the pages, documents and references that remain accessible. The job is to resolve specific contradictions and help people who are considering hiring you.

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In this article

Repositioning needs an information transition as well as a new presentation.

Check what actually changed for the buyer

Before correcting an answer, write down the difference between the previous and current offer in terms a customer can verify. Did the service, audience or delivery model change, or only the way you describe it? If a consultancy began developing its own software, retaining its consulting experience is not necessarily an error. The problem arises when someone thinks they can still buy a discontinued service or cannot discover the capability they now need.

Consider a hypothetical company that stops selling open courses to focus on in-house team programmes. An old description may continue attracting individual enquiries. The useful diagnosis would not be “AI does not understand our innovation”, but “we are being associated with a format we no longer offer”. That precision helps identify which page and sales response to review first, without rewriting the entire history of the company.

Separate the current offer from the historical archive

Collect a small sample of materials that explain the company: service pages, public proposals, news, downloadable documents and institutional profiles. For each one, record the offer it presents, who it serves and who can confirm it is still current. An old document can retain historical value. The question is whether it is identified as such or still acts as an entry point to buy a current service.

Google says its AI features continue to rely on established SEO foundations; they do not require an additional special optimisation. From a content perspective, that suggests first resolving contradictory information that a person can already consult. It does not prove that correcting a page will change a particular answer. It helps prevent the project becoming a search for formulas while the company website still presents incompatible versions of the business.

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Repositioning needs an information transition as well as a new presentation.

Decide what to correct, contextualise or retain

Prioritise by commercial consequence. A page inviting someone to buy the wrong service needs attention before an old mention in a clearly dated news article. Instead of marking everything outdated, assign an editorial decision: explain the new offer, clarify the transition, retain a historical reference or request a correction from the owner of an external publication. The team should be able to justify each decision without relying on a visibility score.

Support the review with a simple public statement: what we offer today, for whom, and what remains relevant from our experience. Avoid announcing that everything has changed if existing customers continue receiving the earlier service. Sales, support and marketing need to share that distinction; otherwise the website can be correct while replies to new enquiries reproduce the same confusion.

  • Correct: current information presenting the wrong offer.
  • Contextualise: valid materials about an earlier stage.
  • Retain: background that still describes relevant experience.
  • Check: claims whose currency nobody has confirmed.

Assess the transition with stable buying questions

After updating the information, keep a few questions about the type of customer, the service and how it can be purchased. Review the answers observed and the sources that appear, without expecting all of them to change together. Separate accuracy findings from commercial enquiries: a more suitable lead is a different signal from an answer adopting the new description.

Wiwo.MetriQ supports reviewing mentions, answers and sources within the queries analysed. It can help monitor this transition within the agreed scope, while the team decides which information warrants correction. The review should end with an owner for each important material and a date to check its currency again. This makes repositioning an understandable, maintainable offer as well as a launch campaign.

Frequently asked questions

Should we delete every reference to the earlier business?

No. Your history can remain relevant. Distinguish a historical reference from a current invitation to buy, and first correct information that creates the wrong expectation.

Does an updated page immediately change every AI answer?

That cannot be guaranteed. Answers and observed sources can vary. The update should improve the clarity of public information even if monitoring does not show an immediate change.

Sources and references