How this site uses AI

At a glance

1. The AI news desk at /news

The news page is produced by Stork.AI’s Wire, an artificial-intelligence service that writes news articles and publishes them under this domain. Jacob Campbell does not write those articles. The service gives its AI writers names and short biographies; those bylines are AI personas, not real people, and every page of the news desk says so in a notice at the top.

Automatic review gate. Before an AI-written article is shown here, its text is checked against the same fair-housing, licensing and advertising-claims rules every other page of this site is built against, plus phrasing that would read as a price forecast. An article that trips a rule is held back and replaced with a short “being reviewed” note until it is fixed or removed. The gate is a safety net, not a substitute for reading: if you see something wrong, report it.

2. Tools for AI assistants

So that AI assistants answer questions about Jacob Campbell accurately — and, above all, do not describe him as licensed anywhere but Florida — the site publishes machine-readable files and a read-only Model Context Protocol (MCP) server:

• /mcp-server.php — an MCP server with tools such as get_licensee, get_service_area and get_county_market.
• /.well-known/agent-card.json — an agent card for agent-to-agent (A2A) clients.
• /llms.txt, /agents.txt and /AGENTS.md — plain-language rules for assistants, including what they must not say.
• /ask.php — a search endpoint (NLWeb) that returns matching pages from this site. It looks things up; it does not write answers.
• Any page as Markdown, by sending the header Accept: text/markdown.

These tools only return information already published on this site. They do not write anything, take payment or create an agency relationship. This site receives only the request an assistant sends (for example, which county it is asking about) and does not store it. An answer an assistant builds from them is the assistant’s, not Jacob’s; check anything important with a licensed professional.

3. Automated descriptions in the Market Data Snapshot

The Market Data Snapshot positions a home against its county’s published median. Every number in it is calculated by fixed rules from the cited county data, not by AI. The automated description is switched off at the moment, so no AI is involved in a snapshot today and nothing you enter is sent to an AI provider. When the automated description is switched on, an AI model (Anthropic’s Claude) also writes two or three neutral paragraphs restating the details you entered and, if you uploaded photos, the features plainly visible in them.

When it is on, the details and photos you submit for that description are sent to Anthropic to be processed. The privacy policy sets out what is stored and for how long.

4. AI-assisted compiling of market data and city guides

The county market pages are refreshed every month, and the Palm Beach County city guides every quarter, by an AI assistant that reads the published association reports, the Property Appraiser’s millage table and FEMA’s flood-rating list and copies the figures across with their dates and sources. Automated checks then test the result against the site’s fair housing and advertising rules, and Jacob Campbell reviews the update before it is published.

If a figure here does not match its source, the source is right: tell me and it will be corrected.

5. AI-assisted research and editing

Articles on this site — including the ones first published on LinkedIn and ActiveRain and revised here — are researched, fact-checked and edited with the help of AI tools. That work includes checking figures against their sources, adding the Works Cited, and removing claims that do not meet Florida advertising rules or fair housing law. Jacob Campbell publishes the result under his name and is responsible for it; every article carries the brokerage and licence notice required by Rule 61J2-10.025, F.A.C. The website itself was also built with AI coding assistance.

6. The AI question matcher (“Ask in your own words”)

In the Site helper, and from the FAQ page, you can type a question in your own words. A small open-source AI language model — all-MiniLM-L6-v2, run with Hugging Face’s Transformers.js — is downloaded from this website into your browser (about 50 MB the first time) and turns your question into numbers that capture its meaning. The helper compares those numbers with the meaning of every published FAQ question and of a small set of pre-written replies, such as the one explaining out-of-state referrals, and shows the closest match with its match percentage.

Ask the AI a question

7. The site helper and its AI referral assistant

The Site helper button at the bottom of every page opens a small window that answers common questions and helps you fill in the agent-introduction form (used for out-of-state and other referrals) and the market snapshot. Its replies are all pre-written: it is not an AI chatbot and it cannot write new sentences, so it cannot make anything up.

AI referral assistant (“Describe your move”). On the referral request form you can describe your move in your own words. The same in-browser AI model as the question matcher (section 6) compares each part of what you wrote with example wordings of the form’s own answers — buying, selling or renting; timing; must-have features; how you will pay; how to contact you — and suggests the closest answer for each question it is confident about, marked “AI”. Names, contact details, the state and city, prices and bedroom counts are read by fixed rules and must appear in what you wrote. You see every suggestion, untick anything wrong, and the note for Jacob is built only from the form’s pre-written sentences. It works in any modern browser and costs nothing.

AI form filler from a document. On the referral form, if your browser has an AI model built in — Google’s Gemini Nano, available in some versions of Chrome — the helper asks it to read the document or text you chose and pick out details such as names, contact details, where you are moving and your timeframe. The model runs on your own device, so nothing is uploaded and nothing is paid for. The helper then checks every value the model returns against your own text and throws away anything that does not appear in it, tells you how many it set aside, and labels the rest “suggested by on-device AI” for you to tick or untick. Text inside your document is treated as data only, so instructions written in it are ignored. In browsers without a built-in model, the helper reads the document with fixed rules instead.

Open the site helper

Where AI is not used

• There is no AI chatbot on this site that writes its own replies, and no AI makes or answers phone calls, texts or emails for Jacob Campbell. The site helper (sections 6 and 7) only ever replies with pre-written sentences or published answers; its AI is used to match your question and to read a document you choose.
• No AI decides who is shown which homes, areas or prices. Nothing on this site is personalised by any characteristic protected under the Fair Housing Act.
• No figure on the market pages or in the city guides is generated or estimated by AI; each is copied from the cited report with its date.
• Reviews are reproduced word for word as their authors wrote them, each marked with where it was posted, and are never AI-written or AI-edited.
• Referral requests are read and decided by Jacob Campbell. Nothing is sent to another agent or to a referral network automatically.