LLM SEO: The Skills Your Marketing Team Is Missing

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.

Start by Finding Out Where You Stand Before changing anything, establish what assistants currently say. Write out the questions a buyer would actually ask, in their words rather than yours. Include the category question, the problem question, the comparison question and the question that names your competitors directly.

Those pages are your priority. Being listed accurately on the five pages assistants already quote is worth more than publishing twenty new articles nobody retrieves. Check each one for whether you appear, whether the details are correct, and whether the platform allows corrections.

Visibility in this channel is not a number you can look up. There is no console that reports how often an assistant named your company last month, and the tools that claim to supply one are sampling rather than counting. That does not make measurement impossible. It makes it manual, and manual is fine as long as you are honest about what you are measuring.

Then load your key pages with scripts disabled. Whatever remains is roughly what a retrieval system sees. If your product specifications, pricing or service areas vanish, that content needs to exist in the server rendered HTML.

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.

Make Sure the Crawlers Can Actually Read You A surprising number of brands are invisible for the dullest possible reason. Their robots.txt blocks the crawlers that feed AI systems, or their content only appears after JavaScript executes, or their key pages sit behind a form.

Marketing copy does not get quoted. A paragraph of adjectives about your commitment to excellence contains nothing a model can attribute, so it is skipped in favour of a competitor who wrote a plain answer. Write the plain answer. answer engine optimization

A small habit pays off here more than it should. Give each substantial page a short section that states the plain facts in one place: what the thing is, what it costs, how long it takes, who it suits and who it does not. That block is disproportionately likely to be the passage that gets lifted, because it answers several likely questions in a form that survives extraction, and it costs almost nothing to add to a page you were writing anyway.

Coverage in a publication nobody cites is still worth having for reach and credibility. It is simply not visibility work, and counting it as such is how a public relations budget gets defended for years without moving anything measurable in this channel. answer engine optimization

Track coverage for accuracy rather than only for volume. A monthly search for mentions of your company, read with an eye to whether the details are correct, produces a steady stream of small correction requests with a high acceptance rate. It is unglamorous work, it costs an hour, and it repairs sources that may otherwise feed answers about you for years.

Run each one across the assistants your customers use, and write down the answers verbatim. Do this from a signed out session so your own history does not colour the result. What you want at the end is a simple table: which prompts named you, which named competitors, and which sources got cited.

Read the Source List Before Anything Else Sort the cited domains by frequency. In most categories a handful of pages account for a large share of citations, and they are rarely brand sites. Review platforms, industry directories, a couple of forum threads and one or two comparison articles usually dominate.

Freshness Counts More Than You Expect Because retrieval happens at answer time, a page published or updated this week can be cited this week. This is a meaningful difference from ranking systems where authority accrues slowly.

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.

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.

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.

Build the Prompt Set First Everything downstream depends on asking the right questions, and the most common mistake is asking questions phrased the way your marketing department talks. Buyers do not use your category name. They describe a problem.