Entity SEO And Why Machines Need A Stable Identity
Days One to Fourteen: Find Out Where You Stand Somebody writes fifty questions your buyers would ask, in their words. They run each one three times across the two or three assistants your customers use, from a signed out session, and record the full answers and every source cited.
Then ask it to name your leadership, your location and what you sell. Wrong answers here point at specific sources you can go and correct, which makes this one of the few diagnostics in the field that hands you a task list directly.
If nothing has moved on any of the three, that is real information and a legitimate reason to scale back or change supplier. Set that review date at the start, while everyone is still optimistic, because it is much harder to set fairly once money has been spent. site
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.
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.
What needs you: factual accuracy. Somebody inside the business has to confirm the numbers, limits and claims before publication, because you carry the consequence of anything untrue being published about your own products.
Why Third Party Comparisons Dominate The comparison pages cited most often are usually not published by any of the companies being compared. A review site, a trade publication or an independent blogger weighing five options reads as disinterested in a way that a vendor's own page does not.
Consistency Matters More Than Anywhere Else Local identity resolution depends on the business details agreeing across a long tail of directories, many of which nobody has looked at in years. Old addresses, disconnected numbers and previous trading names sit in these places indefinitely.
Study the citation lists in almost any commercial category and one format keeps appearing: the page that weighs named options against each other. Comparison articles, alternatives pages, best of roundups and side by side tables get quoted far out of proportion to how many of them exist.
One caveat worth writing on the report: any figure produced by a third party visibility tool is a sample from that tool's own prompt set and infrastructure, not a census. Attribute it to the tool by name whenever you quote it, and never present it as a count of what happened. site
Reviews Are the Local Corroboration Layer For a local business, reviews are close to the whole evidence base. There is rarely trade press, rarely analyst coverage, and often no comparison articles at all, so review platforms carry the weight alone.
It helps where one is justified, but notability requirements make it unavailable to most businesses and attempting to force one usually backfires. Consistent details across ordinary sources achieve most of the effect.
Statistics without sources. This field circulates figures faster than it checks them, and a number arriving without a publisher, a sample size and a date should be discounted rather than repeated to your board.
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.
What Makes a Comparison Page Quotable Most vendor comparison pages are unusable, because they are arguments dressed as comparisons. Every row favours the publisher and the conclusion was written first, which is transparent to a reader and produces nothing a model can lift as an impartial claim.
Set a review cycle, quarterly for fast moving categories and twice a year otherwise. Update the figures rather than the timestamp, and show a real modified date so freshness can be judged honestly. site
How to Judge It at Day Ninety Re-run the original fifty prompts, the same number of times, under the same conditions. Compare against the baseline on three measures: how often you are named, whether the description of you is accurate, and which sources are being cited.
Pick your moment as carefully as your argument. A proposal to investigate a new discovery channel lands very differently in a quarter where organic traffic is soft than in one where everything is comfortable. That is not cynicism, it is recognising that the case is fundamentally about attention, and the same evidence will be received quite differently depending on what else is competing for it.
Fix the Access Problems You Find While the baseline runs, check the mechanical side in parallel. Confirm your robots.txt permits the crawlers that feed assistants. Look at server logs for those agents and see what status codes they receive, since a bot management product returning challenges will make you invisible without anyone noticing.