Floor-plan pipeline

Two AIs, one simple dataset

The first AI creates the bones. The second AI adds live availability without changing the skeleton.

Demo home

01Source pagesFetch both source pages

02LeaseMagnets AIShape + bones

03Tour AIUnits + rent + dates

04Simple JSONViewer + embed + API

Stage one

Structure AI — shape and bones

Galman authority

This pass creates stable plan identities and leaves units: []. It should not guess rent.

InputAI instructions

namebedsbathssq_ftimageaddressphone

Stage two

Enrichment AI — muscles and skin

On-Site authority

This pass receives the skeleton plus availability data and fills only the live fields.

InputAI instructions

unitsrentavailable

Guardrails

Merge and display rules

Version 1

Price ruleNo matched unitsStale after (hours)Extraction schedule

Conservative match order

normalized beds + baths
normalized floor-plan name
square-footage proximity
manual review

Demo data

Choose a property

Live sample

Property

265 FlatsOn-Site ID 185513

Plans: 2
Units: 4
Updated: 2026-07-23

01 · LeaseMagnets AIStructure complete ↗02 · Tour AIEnrichment complete ↗

Open floor-plan view Test responsive embed View both stage outputs ↗

Configuration JSON

Deployable rules

{
  "version": 1,
  "extraction": {
    "provider": "Page extraction API",
    "schedule": "Every 6 hours",
    "source_pages": {
      "marketing": "property.floor_plan_page",
      "availability": "property.on_site_page"
    }
  },
  "ai_stages": {
    "structure": {
      "name": "LeaseMagnets AI",
      "input": "Marketing-page extraction from property.floor_plan_page",
      "output": "Property metadata, fee facts, and empty floor-plan skeletons",
      "instructions": "Create one stable floor-plan record per marketed plan. Extract the plan name, beds, baths, square feet, and full image URL. Normalize names but preserve meaningful model names. Set units to an empty array. Do not infer availability or rent."
    },
    "enrichment": {
      "name": "Tour AI",
      "input": "The LeaseMagnets AI skeleton plus availability-page extraction from property.on_site_page",
      "output": "The same skeleton with matched units, rent, and availability",
      "instructions": "Match each On-Site unit to an existing skeleton conservatively. Fill only units, rent, availability, price, and price_label. Never rename or create a floor plan unless the record is sent to manual review. Use the lowest matched rent for Starting at; when no units match, use Call for Availability."
    }
  },
  "merge": {
    "floor_plan_match_order": [
      "normalized beds + baths",
      "normalized floor-plan name",
      "square-footage proximity",
      "manual review"
    ],
    "marketing_authority": [
      "name",
      "beds",
      "baths",
      "sq_ft",
      "image",
      "address",
      "phone"
    ],
    "availability_authority": [
      "units",
      "rent",
      "available"
    ],
    "display_price": "Use the lowest rent among currently available matched units.",
    "no_units_label": "Call for Availability",
    "stale_after_hours": 24
  },
  "fee_transparency": {
    "display": "Always show beneath the floor plans.",
    "unknown_value": "Contact property",
    "disclaimer": "Fees may change. Confirm all charges with the property before applying."
  },
  "tracking": {
    "endpoint": "/api/events",
    "events": [
      "floorplan_view",
      "floorplan_expand",
      "availability_click",
      "property_details_click",
      "fee_transparency_view"
    ]
  }
}

Editable data contracts

Edit the expected shape and the final queried result

Every layer is readable and validatable through an API. Demo saves are local drafts until a persistent database adapter is connected.

Open API manifest

Contract layer

Expected JSON shape

GET /schema ↗

This is the skeleton Structure AI must produce and Enrichment AI must preserve.

{
  "property": {
    "id": "string",
    "name": "string",
    "image": "absolute URL string",
    "address": "string",
    "phone": "string",
    "floor_plan_page": "absolute URL string",
    "on_site_page": "absolute URL string | null"
  },
  "floor_plans": [
    {
      "id": "string",
      "name": "string",
      "beds": "number | null",
      "baths": "number | null",
      "sq_ft": "number | null",
      "price": "number | null",
      "price_label": "\"Starting at $X\" | \"Call for Availability\"",
      "image": "absolute URL string",
      "units": [
        {
          "unit": "string",
          "rent": "number | null",
          "available": "\"Now\" | \"YYYY-MM-DD\" | null"
        }
      ]
    }
  ],
  "fee_transparency": {
    "online_application_fee": "number | null",
    "paper_application_fee": "number | null",
    "pet_fees": "string | null",
    "other_fees": "string | null"
  },
  "updated_at": "YYYY-MM-DD"
}

✓

Ready to validate

Query layer

Final enriched property JSON

GET /265-flats ↗

Queried property

{
  "property": {
    "id": "185513",
    "name": "265 Flats",
    "image": "https://galmangroup.com/wp-content/uploads/2020/08/RWP.7.12.20.265.Flats-1.M1.jpg",
    "address": "265 W Mt Pleasant Ave, Philadelphia, PA 19119",
    "phone": "215-795-4377",
    "floor_plan_page": "https://galmangroup.com/property/265-flats/",
    "on_site_page": "https://www.on-site.com/web/online_app/choose_unit?goal=6&attr=x20&property_id=185513&lease_id=0&unit_id=0&required="
  },
  "floor_plans": [
    {
      "id": "1-bed-1-bath",
      "name": "1 Bed | 1 Bath",
      "beds": 1,
      "baths": 1,
      "sq_ft": 625,
      "image": "https://galmangroup.com/wp-content/uploads/2016/01/265-Flats-1bdrm.jpg",
      "price": 1405,
      "price_label": "Starting at $1,405",
      "units": [
        {
          "unit": "A21",
          "rent": 1405,
          "available": "Now"
        },
        {
          "unit": "A16",
          "rent": 1455,
          "available": "2026-08-14"
        }
      ]
    },
    {
      "id": "2-bed-1-bath",
      "name": "2 Bed | 1 Bath",
      "beds": 2,
      "baths": 1,
      "sq_ft": 900,
      "image": "https://galmangroup.com/wp-content/uploads/2016/01/265-Flats-2bdrm.jpg",
      "price": 1710,
      "price_label": "Starting at $1,710",
      "units": [
        {
          "unit": "A04",
          "rent": 1710,
          "available": "Now"
        },
        {
          "unit": "C10",
          "rent": 1785,
          "available": "2026-08-14"
        }
      ]
    }
  ],
  "fee_transparency": {
    "online_application_fee": null,
    "paper_application_fee": null,
    "pet_fees": null,
    "other_fees": "May apply"
  },
  "updated_at": "2026-07-23"
}

✓

Ready to validate

Rendered check

265 Flats

Floor plans2

Matched units4

1 Bed | 1 Bath: Starting at $1,4052 Bed | 1 Bath: Starting at $1,710