AI Lease Abstraction Accuracy: Benchmarks and What to Expect
What accuracy can you realistically expect from AI lease abstraction tools? We break down field-level accuracy rates, where AI excels, where it struggles, and how to validate output.
An operating expense stop is a lease provision that sets a maximum dollar threshold for operating expenses included in the base rent — the landlord bears all operating costs up to the stop amount, and the tenant is responsible for any expenses above that threshold. The stop is expressed as a dollar amount per square foot per year (e.g., "$12.00 per RSF"), and operates as the demarcation point between gross and modified gross lease structures.
By Angel Campa, Founder · Updated March 2026
Operating expense stops fundamentally determine the actual occupancy cost of a gross or modified gross lease. A tenant who negotiates a stop at $15 per RSF in a building where actual operating expenses are $14 per RSF is effectively paying a gross lease — the landlord bears all expenses. But if expenses grow to $18 per RSF, the tenant pays $3 per RSF in additional costs beyond base rent. Over a 10-year lease with 5% annual expense growth, misunderstanding the stop can result in tens of thousands of dollars in unexpected occupancy costs.
Negotiate the stop at or slightly above the first-year actual operating expenses, ensuring an effective full-gross lease for at least the first year. Cap the tenant's annual expense obligation growth rate (e.g., no more than 3%–5% above the stop per year) to limit upside exposure. Include an exclusion for capital expenditures from the operating expense calculation, as tenants should not bear capital costs through an operating expense stop structure. Require annual expense reconciliation statements with full supporting documentation to verify that expenses above the stop are properly categorized.
Fixed dollar stop (most common in office leases), base-year stop (operating expenses in a defined base year serve as the stop), and gross lease structures where the landlord bears all operating expenses without a stop mechanism.
Lextract extracts these fields directly from your lease PDF when this clause is present:
Base Year Clause
A base year clause establishes a reference year — typically the first full calendar year of the lease term — against which future operating expense increases are measured.
Gross-Up Provision
A gross-up provision requires the landlord to adjust the operating expense reconciliation to reflect what expenses would have been if the building were 95%–100% occupied, rather than the actual occupancy level during the measurement year.
Rent Escalation Clause
A rent escalation clause is a lease provision that provides a predetermined mechanism for increasing the base rent over the lease term.
What accuracy can you realistically expect from AI lease abstraction tools? We break down field-level accuracy rates, where AI excels, where it struggles, and how to validate output.
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