Ask How They Price It Retainers dominate this field and mostly make sense, because the work is continuous and the third party portion is slow. What matters is what the retainer covers and whether the scope is written down in units you can count.
What Matters More Than Format Two things outrank format choice entirely. The first is whether the content can be fetched and read at all, since a page behind a broken crawler rule or dependent on JavaScript is invisible whatever shape it takes.
What Has Not Changed It is worth being clear about the continuities, because the change is regularly oversold. Organic search still delivers the larger share of traffic for most businesses. Crawlable, fast, well structured sites still win. Content that genuinely answers a question still outperforms content that does not.
Why Ranking Stopped Guaranteeing Visibility The assumption underneath two decades of search marketing was that position and visibility were the same thing. Retrieval based answering breaks that link, because the pages a model reads to compose an answer are not necessarily the pages that rank for the question.
Starting With Content The most common and the most expensive. A brand decides to take this seriously and commissions twenty articles, without knowing which questions matter, which assistants answer them badly, or which sources those answers are built from.
Set up a simple internal rule to stop the problem returning. One document holding the canonical name, address, founding year, leadership and product names, referenced by anyone creating a new profile, listing or account. Fragmentation is almost never a single decision, it is dozens of small ones made by people who had no way of knowing what the canonical version was.
Nor has any of this removed the need for a real product and real customers who will say so. If anything it has increased it, since corroboration from independent sources now feeds directly into whether a machine will recommend you.
The answer you want describes a baseline: a prompt set built from how your customers actually speak, run across the assistants that matter, with raw answers and cited sources recorded. Everything after that should be justified by reference to what the baseline showed.
What an Entity Is Strip the terminology away and an entity is just a thing the system believes exists: a company, a person, a product, a place. The system accumulates facts about it and attaches them to a single record.
Ask specifically who checks factual accuracy before publication and what happens when the writer does not know the answer. A process that has no step for asking you is a process that will eventually publish something untrue about your business.
The Data Has to Exist as Text The most common failure is mechanical. Specifications live in an image of a table, sizing sits in a downloadable PDF, and the price appears only after a script runs or after a variant is selected.
Absence is not disqualifying on its own, since their category is crowded and they may serve a niche. But they should have an interesting answer, and the answer should not be defensive. A practitioner who has run this test on themselves will have thought about it and will tell you what they found.
What to Do First Run five prompts describing a purchase your best customer would be making, from a signed out session, and see what gets named and cited. Then check whether your product data survives with scripts disabled, and whether your name and identifiers are consistent across every listing you can find.
Turnaround times, dimensions, capacities, coverage areas, price ranges, compatibility lists and limits all get lifted directly. Pages built around them get cited well above their apparent sophistication, and a plain table frequently outperforms a beautifully written essay.
Format choice also has a maintenance implication that gets overlooked. Specification and comparison content decays fastest because it contains the numbers that change, so choosing these formats commits you to reviewing them. A comparison page nobody has updated in two years can be cited with its outdated figures attached to your name, which is worse than never having published it.
The result is a content programme aimed at guesses. Sometimes it works by accident. Usually it produces pages nobody retrieves, and the diagnosis that would have directed the effort correctly costs a fraction of what the content did.
After that, the work is ordinary: accurate structured data, honest comparison content, a steady flow of detailed reviews, and marketplace listings maintained as carefully as your own pages. llm visibility tracking
Identity work has an unusual property that makes it easy to undervalue: it improves everything else you do afterwards. Every mention earned after the details are consistent contributes to one record, while every mention earned before it may be filed somewhere it does nothing. Doing the tedious part first means the expensive part later actually accumulates, which reverses the order most programmes choose.
