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.
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. The tenant pays only for the increase in operating expenses above the base year level, rather than all operating expenses. The base year functions similarly to an operating expense stop, but uses actual historical expenses from a specific year rather than a fixed dollar amount.
By Angel Campa, Founder · Updated March 2026
The base year is one of the most economically significant variables in an office lease and is commonly misunderstood or understated during lease abstraction. A base year set at a year with artificially low expenses — due to vacancies, deferred maintenance, or one-time credits — will result in higher expense passthroughs in all subsequent years. Conversely, a base year set at a high-expense year effectively protects the tenant for longer before any overage is owed. Lextract specifically flags leases where the base year is not the commencement year, as this is a common mechanism for landlords to structure favorable base year economics.
Negotiate to "gross up" the base year expenses to reflect 95%–100% occupancy, eliminating the effect of vacancy-year cost distortions that would inflate future pass-throughs. Specify that the base year is the first full calendar year of the lease term rather than the year of execution, ensuring the tenant has a full year of operations before any expense overages begin accruing. Exclude from the base year any extraordinary or non-recurring expenses — such as significant repairs in year one — that would inflate the base and paradoxically benefit the tenant in subsequent years.
Calendar year base year (most common in U.S. office leases), fiscal year base year, commencement year base year (partially favorable depending on when lease starts), and floating base year that resets every five years.
Lextract extracts these fields directly from your lease PDF when this clause is present:
Operating Expense Stop
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.
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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