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AI visibility

Found by the systems buyers actually ask

Buyer research is moving from ten blue links to direct answers — assistants that read a few pages, write one paragraph, and cite the sources they trusted. Whether your site can be one of those sources depends on how it is built.

The listing page is the live Meridian sample site’s, seeded fixture data; the JSON-LD is the platform’s real output for it, condensed. Not a customer’s listing.

As a buyer sees it

The 8814 Rosewood Avenue listing page on the live Meridian sample site: the address in a serif, the price and specifications in mono, then a full-bleed dusk photograph of the white Spanish house between clipped hedges.

As an assistant reads itNo. 03 · JSON-LD

<script type="application/ld+json">"@type": "RealEstateListing","name": "A restored 1938 Spanish in the heart of West Hollywood","streetAddress": "8814 Rosewood Avenue", "addressLocality": "West Hollywood","numberOfBedrooms": 4, "numberOfBathroomsTotal": 3,"floorSize": { "value": 2840, "unitCode": "FTK" },"offers": { "price": 3495000, "priceCurrency": "USD" }</script>

8814 Rosewood Avenue · sample listingOne page, as a buyer sees it and as an assistant reads it.

The shape of an answer

One paragraph,
a handful of citations

An assistant does not return ten links. It reads a few pages, writes one answer, and cites the pages it trusted. The pages it can trust are the ones it can read: complete HTML, plain facts, and a name that matches everywhere it appears.

The shape of the thing is a question, a paragraph, and the citation that sends the buyer to your site.

Illustration — sample data

This is an illustration composed from seeded fixture data on the Marsh & Co. sample site. It is not a captured answer from any assistant, and 8814 Rosewood Avenue is not a customer’s listing.

What is on the market on Rosewood Avenue in West Hollywood?

One listing is active on Rosewood Avenue in West Hollywood: 8814 Rosewood Avenue, a restored 1938 Spanish with four bedrooms, three bathrooms, and a saltwater pool, listed by Marsh & Co.1 The listing page carries a specifications table, a photo gallery, and open house times, and the agent’s contact details are on every page.

Sources

  1. Marsh & Co. — sample site/8814-rosewood-ave

    Listing page — server-rendered, RealEstateListing JSON-LD, listed in llms.txt

What we do

What we do
so assistants can read you

None of it is a trick. It is the substrate any reader — a person, a crawler, or an assistant — needs before it can find a page and trust it. Each row ends with the way to check it yourself.

  1. Complete HTML, no JavaScript required

    Every page renders fully on the server. Turn scripts off and the page is still all there — headline, listing, contact details, compliance block. Open the page below, then reload it with JavaScript disabled.

    How to check: Open /8814-rosewood-ave

  2. A plain-prose llms.txt

    At the root of your site: who you are, your brokerage and license, your listings, and the areas you cover — in sentences a machine can quote.

    How to check: Open /llms.txt

  3. Structured data on every page

    RealEstateAgent on your site, RealEstateListing on every property page, Organization for the brokerage — JSON-LD that says what each page is. Open the page below and view source for the JSON-LD block.

    How to check: Open /8814-rosewood-ave

  4. Headings in order

    One h1, sections in sequence, real lists and real tables. A crawler reads the page the way a person would. Open the page below and read its heading outline.

    How to check: Open /8814-rosewood-ave

  5. One address per page

    Canonical URLs and a sitemap that lists every page, so there is one place to find each listing and nothing to reconcile.

    How to check: Open /sitemap.xml

  6. Your details, identical everywhere

    Name, brokerage, and license number rendered the same way on every page and in every file, so a system can connect them.

    How to check: Compare /contact

Both excerpts render the platform’s real output formats with the live Meridian sample’s seeded values. Marsh & Co. is a sample practice, not a customer.

Inside the 8814 Rosewood Avenue sample listing: a plastered living room under a rounded arch, a low sofa facing a stone fireplace, tall steel windows onto the garden.

The page these two files describe — 8814 Rosewood Avenue, sample listing

The files, as an assistant reads themOpen either file on any customer site.

/llms.txtNo. 02 · llms.txt

# Marsh & Co. Quiet houses, properly presented. Represented by Eleanor Marsh, HD Premier. ## Listings- 8814 Rosewood Avenue, West Hollywood — $3,495,000 (/8814-rosewood-ave)- 1544 Bluffside Drive, Pacific Palisades — $11,900,000 (/1544-bluffside-drive) ## Areas- Brentwood (/areas/brentwood)- Pacific Palisades (/areas/pacific-palisades) Contact: /contact

/sitemap.xmlNo. 05 · sitemap.xml

<?xml version="1.0" encoding="UTF-8"?><urlset  xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">  <url><loc>/</loc></url>  <url><loc>/contact</loc></url>  <url><loc>/8814-rosewood-ave</loc></url>  <url><loc>/1544-bluffside-drive</loc></url>  <url><loc>/318-e-rustic-lane</loc></url>  <url><loc>/areas/brentwood</loc></url>  … 9 more</urlset>

Public evidence on AI retrieval
is early and changes monthly

We are careful with claims here: anyone quoting you a guaranteed placement is selling something. What we control, and what you can verify, is the substrate above.

A site whose listing pages are assembled in the browser has nothing on the wire for a machine to read. Ours are finished before they are sent — turn scripts off on any customer page and the listing is still there. Server-rendered HTML is close to best-case. That is an architecture decision, not a setting.

  • We control: JSON-LD on every pageRealEstateAgent, RealEstateListing, Organization · view source on any page · 2026
  • We control: Every page renders without JavaScriptDisable scripts and reload · 2026
  • We control: A plain-prose llms.txt at the site rootRead /llms.txt on this site · 2026
  • Nobody can promise: A guaranteed placement in any assistant
  • Nobody can promise: A citation share before the first measurement
  • Nobody can promise: That the evidence will look the same next month

Not yet a figure: the share of assistant answers that cite a customer site. First measurement 30 days after launch.

The report

A visibility report
you can argue with

Producer includes a weekly check: for a set of local queries, did an assistant surface your site, and what did it say. The studio shows you the raw queries and the raw answers verbatim rather than a score we invented — sampled, directional, and yours to judge. This site practices what it sells: view source, or read /llms.txt.

Illustration — sample data

A sample report row composed from the seeded Rosewood fixture. It is not a live measurement of any assistant, and no engine is named.

Local query

Restored Spanish homes for sale in West Hollywood

The answer, verbatim

“One current option is 8814 Rosewood Avenue, a restored 1938 Spanish with a saltwater pool; specifications and open house times are on the listing page.”

Sources checked

SourcePageResult
Marsh & Co. — sample siteListing page, /8814-rosewood-aveCited
Syndicated listing copyThird-party portal pageNot cited
Agent profile pageDirectory aggregatorNot cited

Built to be read, from the first listing

Every site ships server-rendered, with structured data and a plain-prose llms.txt on day one. Fourteen days free, no card.

Sources

This is an illustration composed from seeded fixture data on the Marsh & Co. sample site. It is not a captured answer from any assistant, and 8814 Rosewood Avenue is not a customer’s listing.

Marsh & Co. — sample site

/8814-rosewood-ave

Listing page — server-rendered, RealEstateListing JSON-LD, listed in llms.txt

Illustration — sample data