Extract data from rent rolls
A rent roll is the income engine of a property, and it is the first document an underwriter, an acquisitions analyst, or an asset manager asks for, almost always as a PDF or a printed spreadsheet rather than a feed. For a 240-unit multifamily asset, the rent roll lists every unit with its tenant, the contractual rent, the lease start and end dates, the security deposit, and whether the unit is occupied, vacant, or notice-to-vacate. An investor underwriting a $48,000,000 acquisition reconstructs gross potential rent, actual collected rent, and economic occupancy from that grid, and a lender sizing the loan does the same to test debt-service coverage.
What makes this hard is that rent rolls are exported from property-management systems such as Yardi, RealPage, and AppFolio, each with its own column layout, and the meaningful distinctions hide in the columns. Contractual rent differs from market rent and from the actual amount a tenant pays after a concession, and an underwriter needs all three. A unit can be occupied at a loss-to-lease, vacant, or down for renovation, and the status drives the income model. Lease expirations cluster, so a roll has to surface how many leases roll over in the next 12 months. Subtotals at the bottom (total units, occupied units, monthly rent) have to reconcile against the line items.
Talonic reads the rent roll and returns each unit with its tenant, contractual and actual rent, lease dates, deposit, and occupancy status, plus the reconciled property totals. An underwriter loads a clean rent roll into a model instead of retyping 240 rows from a scan. A 240-unit asset such as Cedar Ridge Apartments, underwritten 2026-06-01 from a 2026-05-31 Yardi export at $48,000,000 in USD, shows $421,800 of monthly rent and 95% occupancy, while a lease on Unit 4B runs 2025-08-01 to 2026-07-31 at $1,850 contractual and $1,790 actual that a US lender stress-tests.
What gets extracted from rent rolls
How extraction works for rent rolls
Rent rolls are exported from property-management platforms such as Yardi, RealPage, and AppFolio, so the column set and the way status is shown differ on every roll. Talonic reads the roll and maps it to the rent-roll schema in the Field Registry, which separates contractual rent, market rent, and actual collected rent rather than collapsing them into one number, because an underwriter models all three. Each unit keeps its lease start and end dates, deposit, and occupancy status (occupied, vacant, notice, or down), and lease expirations are aggregated so the roll surfaces near-term rollover. The property subtotals for unit count, occupancy, and monthly rent are reconciled against the line items. Every value returns with a confidence score and pixel-region provenance under DIN SPEC 91491 conformity, so an analyst can verify a unit's rent against the source roll before underwriting.
Sample extraction
A rent roll for a multifamily property exported to PDF
{
"property_name": "Cedar Ridge Apartments",
"as_of_date": "2026-06-01",
"total_units": 240,
"occupied_units": 228,
"units": [
{
"unit": "4B",
"tenant": "M. Lee",
"contractual_rent": 1850,
"actual_rent": 1790,
"lease_start": "2025-08-01",
"lease_end": "2026-07-31",
"deposit": 1850,
"status": "occupied"
},
{
"unit": "5A",
"tenant": null,
"contractual_rent": 1900,
"actual_rent": 0,
"lease_start": null,
"lease_end": null,
"deposit": 0,
"status": "vacant"
}
],
"total_monthly_rent": 421800
}Frequently asked
Does it separate contractual, market, and actual rent?
Yes. Those three are kept as distinct fields rather than merged, because an underwriter uses contractual rent for gross potential, market rent for loss-to-lease, and actual collected rent for in-place income.
How is occupancy status captured?
Each unit is tagged occupied, vacant, notice-to-vacate, or down for renovation, since the status determines whether the unit contributes income in the model, and the per-unit statuses are reconciled against the property occupancy subtotal.
Can it surface lease rollover?
Lease start and end dates are captured per unit and aggregated, so the roll reports how many leases expire in the next 12 months, which a lender tests against the loan term.
What fields are extracted from rent rolls?
Talonic returns rent rolls as schema-validated, typed fields. Common fields include Property Name, Unit, Tenant, Contractual Rent, and more, each normalized (dates to ISO 8601, amounts as numbers) and mapped to a stable key so the output shape stays the same across layouts.
How accurate is extraction from rent rolls, and how is confidence reported?
Every extracted cell carries a confidence score from 0.0 to 1.0 and a provenance pointer back to the source page and region, so low-confidence values can be reviewed against the original before the data is trusted downstream. There is no single accuracy number: confidence is reported per field so you can gate on it.
Can I use rent rolls extraction in production?
Yes. The same engine behind this guide is available as a production REST API and Node SDK with sync, async, and streaming modes, schema versioning, signed webhooks, and EU-resident processing. Start free with an API key, then scale on usage-based pricing.
What does it cost to extract data from rent rolls?
There is a free tier for prototyping and agent evaluation with no credit card. Paid usage is credit-based at 1,000 credits per euro: page ingestion is 100 credits per page and registry-resolved queries are free. See talonic.com/pricing for current rates.
Ready to extract from your own rent rolls?
Author note
Reviewed by Talonic engineering, schema review · last reviewed 2026-06-12