Why Ranking First On Google Is No Longer Enough
You can do this yourself in about half an hour, with no subscriptions and no technical knowledge. It will not be as thorough as a full engagement, and it is more than enough to establish whether you have a problem and roughly what kind.
Insist on the raw answers. If a report cannot be disagreed with, it is not a report. This single requirement filters out most of the weak offerings in the market without needing any technical knowledge.
A false trade off gets invented early in most of these projects. Somebody proposes stripping the design, flattening the copy and restructuring everything around what a crawler finds convenient, and somebody else correctly points out that this would make the site worse for customers.
There is almost always a specific, findable reason for this, and it is rarely that the model dislikes you. Here are the causes worth checking, roughly in the order that they tend to be responsible. llm seo
The guard against this is boring and effective. Change one substantial thing at a time where you can, record what you did and when, and note the alternative explanations alongside your conclusion. Attribution in this channel is genuinely hard, and a team that admits that will make better decisions than one that produces a confident causal story after every movement.
The Rendering Question This is the one real technical constraint. Content that only exists after JavaScript executes may be invisible to a retrieval fetch, which is not a browsing session and does not always run scripts.
The prompt set is the instrument, and almost every weak measurement programme in this field has a weak prompt set at the bottom of it. Get this wrong and everything downstream measures the wrong thing with great precision.
Review the whole set annually rather than continuously. Markets shift, product lines change and language moves, but an instrument revised every month is not an instrument. It is a series of unrelated measurements that happen to share a spreadsheet. llm seo
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.
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.
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.
Retrieval behaviour changes, competitors keep publishing, listings go stale, product details change and reviews accumulate. A position secured once is not held without maintenance, which is the same lesson search taught over twenty years and which is being relearned rather than transferred.
The Mistake Almost Everyone Makes Prompt sets written by marketing teams use marketing language. They contain the category name the company uses internally, the segment labels from the positioning document, and the phrasing from the website.
It is also worth checking whether you are being confused with somebody else rather than ignored. Short names, generic names and names that begin with a number collide with other organisations more often than distinctive ones. Where that is happening, the answer will contain facts that are true about a different company, which reads as a hallucination and is usually an identity collision with a specific fixable cause.
Those recurring domains are the pages your category's answers are being built from. Visit each one, look for yourself, and note whether you are absent, listed with stale details, or filed under the wrong category. That list is your task list, and you did not have to guess at it.
A Reasonable Sequence Fix rendering first, since content a machine cannot see is the only total failure in the list. Then work through your commercially important pages one at a time, moving the direct answer to the top and replacing the vaguest paragraph with concrete figures.
Where to Get Real Language Four sources, all of which you already own. Sales call notes, where prospects describe their problem before anyone corrects their terminology. Support tickets, where customers describe things going wrong in their own words.
Bring one other person from the business, ideally from sales. They will spot inaccuracies in how you are described that a marketing reader skims past, and they will tell you within minutes whether the prompts sound like real customers. That second opinion costs half an hour and prevents the most common flaw in a self run audit, which is a set of questions written in the company's own language.