Where a platform lets you add structured business information alongside reviews, complete every field. These profiles are frequently cited as much for their factual details as for their ratings, and a half completed profile contributes far less than a full one even when the review count is identical. It is an hour of work per platform and it is repeatedly the cheapest improvement available.
Weight toward the commercial tiers. Roughly a third on buying intent, a quarter on evaluation, a quarter on problem framing and the remainder split between definitional and branded is a reasonable starting distribution.
The skill is knowing to sort cited domains by frequency, recognise which of them can be influenced, and understand that a competitor appearing in an answer is usually a story about a third party page rather than about their website. That is a different analytical habit from the one search built.
The Corroboration Reason Any system that weighted self description heavily would be trivially manipulable, so independent agreement carries more weight than assertion. A review platform aggregates many independent accounts, which is a strong signal by construction.
Two asking who to hire or buy from for the thing you sell. Two describing the problem your product solves without naming the category. Two comparing named competitors. Two asking about a specific situation your best customers are in. One asking directly who your company is. One asking whether your company is any good.
Read the Source List Before the Prose Where citations are shown, list every domain and count how often each appears. This is the single most useful output of the whole exercise, and most people skip it because the prose is more interesting.
Include the Awkward Ones Two categories get left out for uncomfortable reasons and are among the most informative. First, prompts naming your competitors directly, which show whether you appear as an alternative to them.
Present but described wrongly means a source problem, and the source list tells you which page to correct. Present and accurate on definitional prompts but absent on the who should I hire prompts means your category presence is fine and your commercial positioning is not corroborated anywhere independent.
In practice it is used to mean roughly the same thing as generative engine optimization, occasionally with a stronger emphasis on training data and brand presence in the underlying corpus rather than on live retrieval.
The writing skill sits in the middle. It can be taught to a good writer in a few weeks, and having it in-house pays off permanently, because every page you publish afterwards is better for it. The main obstacle is not difficulty but reluctance, since writing to be quoted means surrendering some of the control that persuasive copy provides. ai search optimization
This is closer to public relations than to marketing operations, and it is the skill most teams are furthest from. It is also the one least suited to being learned quickly, which makes it the strongest argument for outside help.
Set Up So You Do Not Fool Yourself Open a signed out session, or a fresh one with memory and personalisation disabled. This matters more than anything else in the method. An account that has spent the week researching your own company will show you a flattering picture that has nothing to do with what a stranger sees.
Some practitioners still use it that way, which makes it a superset of the newer work. Others use it as a synonym for the generative work specifically. Both usages are in circulation, which is why asking somebody what they mean by it is a reasonable question rather than a pedantic one.
The better approach is to keep them, correct the facts, date them honestly, and make clear how they relate to the present. A page that says plainly what it documents and when is more useful than one quietly rewritten to look current.
A prompt set built from internal vocabulary measures how visible you are to people who already talk like you, which is a group that mostly consists of your own staff. It reliably produces flattering results and no useful information.
Keep a small number of deliberately hostile prompts in the set permanently. Questions asking whether you are expensive, slow or suitable only for large clients reveal what the system believes about your reputation, and the belief is often traceable to one specific source. Nobody enjoys reading those answers, and they generate more actionable work than the flattering prompts do.
One thing worth measuring separately is how recent your reviews are relative to your competitors on the same platform. Volume comparisons are the usual instinct and recency is the more informative one, because a profile with steady recent activity describes a business as it operates now while a larger historic total describes one that used to be busy.
A third response, attempting to manipulate the review platform, fails for mechanical as well as ethical reasons. Fabricated accounts tend to be uniform in language and timing, which is the pattern that gets discounted, and platforms enforce against it with increasing effectiveness.