Entity SEO And Why Machines Need A Stable Identity

But it is a claim, not evidence. Markup asserting that you own a profile only helps if that profile exists and points back. The pattern that works is reciprocal: your site names the profile, the profile names your site, and a third party source independently associates the two.

How to Tell If It Is Working Ask an assistant directly who your company is, in a signed out session, and read what comes back. You are checking three things: whether the facts are right, whether it hedges, and whether it confuses you with anybody.

Two caveats belong next to that number every time it is used. Opollo sells services in this space, so it is vendor research and interested. And business to business brands are not representative of retail, local services or consumer products.

Include one deliberately open question at the end, asking what they would do differently from what the brief proposes. A good supplier will disagree with something, and the disagreement is worth more than the rest of the proposal because it shows they read the situation rather than the request. A response that agrees with every assumption in your brief has told you nothing you did not already believe.

Measure Position Change in the Prompt Set This is the closest thing to an output metric that you can genuinely audit, because you own the instrument. Run a fixed prompt set on a fixed schedule under fixed conditions, and track four things:

Nineteen properties can show a real trend and cannot support a confident statement about the market. When that number is repeated without its sample size, as it usually is, it stops being evidence and becomes a slogan.

Each individual inconsistency looks trivial. Collectively they prevent a set of mentions from resolving to one confident record, and the symptom is a brand that gets described vaguely or hedged around rather than recommended.

There is a defensible way to measure this. It produces less certainty than a paid media report and considerably more than a visibility score, and it has the advantage of surviving scrutiny. get recommended by ai

What the Evidence Actually Is The figure quoted most often comes from Opollo, which reported assistant referred traffic converting at 14.2 percent against 2.8 percent from conventional search. The sample was 312 business to business brands, attributed through UTM parameters, covering the third quarter of 2024 through the first quarter of 2025.

These names go directly into the prompt set and into any comparison content, and getting them wrong sends the entire measurement effort in the wrong direction. If you lose to a low cost regional operator rather than to the market leader, say so.

Second, the questions have to keep coming from customers rather than from the content calendar. Within a few months the temptation appears to invent questions to fill a schedule, and invented questions produce exactly the marketing-in-disguise sections that get ignored.

Define Success and Define Failure Most briefs specify what good looks like and never specify what would count as this not working. The second is more useful, because it is the one nobody wants to discuss in month eight.

Search traffic includes everybody at every stage, including a large volume of people gathering background information with no intention of buying anything. Assistant referrals skip most of that, because the informational portion was satisfied before the click.

Watch specifically for hedging turning into statement. An answer that moves from a company that appears to provide services in this area to a plain declarative description is the signal that the record has consolidated, and it usually precedes any change in whether you get recommended.

How Identity Fragments Fragmentation is rarely deliberate. It accumulates through ordinary business activity: a rebrand that was applied to the website but not to old directory listings, a legal name that differs from the trading name, an office move recorded in some places and not others, a founder's profile that lists a different company spelling.

The most citable content most businesses could publish already exists, unwritten, in sales calls and support tickets. It is the set of questions people actually ask, with the answers your team gives verbally every week and has never put on a page.

Read the answers for confidence rather than accuracy at first. Hedged language, generic descriptions that would fit any competitor, and refusals to state a basic fact all indicate an incomplete record rather than a hostile one.

Name the Buyer, Not the Segment Marketing documents describe segments. Briefs need people. Who specifically buys from you, what situation are they in when they start looking, and what have they already tried before they arrive.

State who signs off, how fast, and what is off limits. An agency that knows the constraints will build a plan that fits them. One that finds out gradually will spend the retainer producing work that never ships. get recommended by ai