Ask an assistant to recommend software in your category. It will name four or five companies, in order, with a sentence on each. It sounds like a considered opinion. If you are not on that list, the useful question is not how to argue with it. It is where the list came from.
Almost none of it came from the companies named.
The answer is assembled, not retrieved
A category question like "best tool for X" does not get answered out of a single page. It gets built out of whatever the model can find that already compares the options. In practice that means a handful of roundup articles, a review platform's category page, and a couple of forum threads where real people argued about it.
Those sources have something in common. You do not own any of them, and you probably were not thinking about them the last time you talked about marketing.
Your homepage is doing a different job
The page you have spent the most time on is built to convert somebody who already arrived. It opens with a promise, it handles objections, it pushes toward a form. That is the right design for that job.
It is close to useless as a citation. Nothing on it is comparative, so there is nothing to quote when the question is which of these five. A page that says we are the best answers a question nobody asked the assistant.
The pages that get pulled into answers tend to be the boring ones. Definitions. Comparisons. A straight answer sitting directly under a heading that asks the question. Content built to be excerpted rather than experienced.
People get quoted more readily than companies
This is the part that surprised us most. A named person writing plainly about their own work is easier to cite than a company saying the same thing. There is an attributable human attached, the language is specific instead of positioned, and it reads as a view rather than a claim.
The practical version of that is uncomfortable if your brand voice is carefully managed. The asset is somebody on your team posting in their own name, saying something specific enough to disagree with.
It behaves like a feed, not an asset
Search rewarded patience. You built links, they compounded, and a page you wrote three years ago still worked. The citation layer does not behave that way. Answers get rebuilt on every question from whatever currently exists, and recent material has an obvious advantage over material that has sat still.
So this is closer to a cadence problem than a technical one. A site you optimised once and left alone will drift out of the answers without anything visibly breaking. Nothing sends you an alert.
Where the work actually is
Roughly in this order, heaviest first.
Get listed where the comparisons already happen. Review platform profiles, and the neutral roundups that rank for your category. If a roundup exists and you are not on it, that is a person you can email, not an algorithm you have to beat.
Write your own comparison pages. Honest ones, including the cases where you are the wrong choice. Those get read by buyers and they are the most quotable thing you can publish, because they are the only content in your category that is not selling.
Have a named person publish consistently. Not the brand account.
Then do the technical work. Structured data on your posts, clean headings, a plain description of what you are and who you are for. It is real and it is worth doing, and it is also the smallest of these. Most of the schema advice going around right now is presented as the whole answer when it is the last twenty percent.
Where we land on this
Nobody outside the labs knows how these answers are weighted, and anybody selling you a guaranteed method is guessing with confidence. We are not going to pretend otherwise.
What does seem clear is the shape. The answer is assembled from other people's pages, it favours whatever is comparative and specific and recent, and it credits people more easily than brands. That points the work off your own domain, which is exactly where most teams are not looking.
If you want one thing to do this week, go read the roundup that currently ranks for your category question, and count how many of the vendors on it got there by asking.