Knowledge pins

Knowledge Pins: Turn What You Know Into Data AI Can Cite

GeoGenius Team4 min read

Ask yourself what an AI engine can actually read about your local expertise right now. Your homepage says you're "a trusted local expert." So does every competitor's. There's no field in any database for what you actually know — which blocks flood, which school boundary just moved, where the new development is breaking ground.

Knowledge pins are that field. Each one is a short note — up to 500 characters of genuine local knowledge — anchored to an exact point on the map, categorized, quality-scored, and published into your profile's structured data where engines can read it.

The gap pins exist to fill

Our 36-market study surfaced a stat that explains most of AI's behavior toward agents: of all citations pointing at agent and brokerage websites, 54% went to homepages. Pages about a specific neighborhood or local market? 0.1% — three citations out of thousands.

Engines don't cite homepages because homepages are great. They cite them because that's all there is. Almost nobody publishes structured, neighborhood-level knowledge — so when an engine gets a neighborhood-level question, it has nothing better to reach for.

That's the opening. The same study found that of the 19 domains cited by all four engines we tested, 15 were individual agent and team websites — not just Zillow and the portals. Individual agents with substantive pages already win citations. Pins are how you build that substance without becoming a full-time content creator.

What a pin looks like

Every pin has three parts:

  1. A location — the exact spot on the map where the knowledge applies. Not "Sacramento" — the intersection, the block, the school.
  2. A note — 10 to 500 characters of what you actually know.
  3. A category — one of ten: market insight, neighborhood character, schools, development, lifestyle, local warning, dining, transit, parks, or other.

Each pin gets an AI-evaluated quality score from 0 to 100, based on three things worth internalizing because they're also just what good local knowledge looks like:

  • Specificity — street-level beats neighborhood-level beats city-level.
  • Density — facts, numbers, names, dates.
  • Uniqueness — things you know from working the area, not things anyone could paste from a listing site.

Compare: "Land Park is a great family neighborhood!" scores poorly — an engine learns nothing it didn't know. "The east side of Land Park near the levee sees standing water after heavy winter rain; I steer buyers to the higher blocks north of 12th Ave" — specific, dense, unique. That's a pin an engine can actually use, and exactly the kind of detail a buyer asking an AI about flood risk would be grateful someone published.

Where your pins go

Pins aren't decoration — they feed three systems:

  • Your profile's structured data. Your highest-quality pins are published into your public profile's JSON-LD with their coordinates — machine-readable statements of what you know and precisely where. This is content on a page you own, in the format engines parse first.
  • Your neighborhood guide pages. Once you have three or more quality pins in an area, GeoGenius can build a full neighborhood guide page from them — a real, crawlable page with your knowledge as its substance. The pages guide explains how.
  • Your visibility score. Knowledge Depth is worth 10 of the score's 100 points, and it weighs quality alongside quantity — twenty vague pins will not max it. A smaller set of specific, dense, unique pins beats bulk every time.

How to add pins (and where to start)

From your dashboard, open the Map tab. The Pin Coach does the cold-start thinking for you: it shows which of your served areas have zero pins, suggests concrete pin ideas, and pre-fills starter notes you complete with your own specifics. Click the map, pick the category, write the note, save.

A practical rhythm: after every showing, closing, or neighborhood tour, ask what did I say out loud today that isn't written anywhere? The thing you told your buyer in the car — about the street parking, the school pickup chaos, the planned rezoning — is a pin. Two or three a week compounds fast.

The free Starter plan includes 10 pins — enough to cover your core neighborhood properly and watch your Knowledge Depth score move. Paid plans remove the cap. Either way, start with the area you know best: depth in one neighborhood beats a thin scatter across ten, both for your score and for the guide pages your pins can become.

Not sure where you stand? The free visibility check shows your Knowledge Depth dimension alongside the other ten signals — and after that, the 30-day version of this strategy is laid out in our hyperlocal content plan.

Frequently asked questions

What is a knowledge pin?+

A knowledge pin is a short note of genuine local expertise — up to 500 characters — anchored to an exact location on the map and filed under a category like schools, market insight, or transit. Each pin is scored for quality by AI, and your strongest pins are published into your profile's structured data with their coordinates, where AI engines can read them.

Why do knowledge pins matter for AI visibility?+

Because engines can only cite what exists. In GeoGenius's 36-market study, 54% of citations to agent websites pointed at homepages, and neighborhood-level pages earned just 0.1% — three citations out of thousands. Almost no agent publishes structured, block-level knowledge. Pins are the fastest way to create it.

What makes a high-scoring pin?+

Three things: specificity (a street or block beats a whole region), density (facts, numbers, and names beat vague impressions), and uniqueness (things you know from working the area beat anything already on Zillow). 'The east side of Land Park floods near the levee after heavy rain — I steer buyers to the higher streets north of 12th' scores; 'Great neighborhood, close to everything!' doesn't.

How many knowledge pins can I add?+

The free Starter plan includes up to 10 pins. Paid plans (Visibility and up) have no limit. Once you have three or more quality pins in an area, GeoGenius can build a full neighborhood guide page from them — see the guide on how your pages are built.

How do I add a knowledge pin?+

From your dashboard, open the Map tab. The Pin Coach shows which of your service areas have no pins yet and suggests starter ideas. Click the map where the knowledge applies, pick a category, and write the note. The pin publishes to your profile and counts toward your Knowledge Depth score.

See if AI recommends you today

Drop in your website and get a free report in about a minute: the 11 signals AI engines read about you, scored, with the gaps this guide covers called out by name.

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