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Real Estate Law · Live deployment

Three hundred leases, every clause found, cited, and checkable

Lease abstraction moved from associate weeks to agent days, with every extracted term linked to its source clause so attorneys verify by clicking, not re-reading.

Real estate practice group · August 2026

Portfolio abstraction
Days, was associate weeks
Source citations
Every term, linked to its clause
Attorney sign-off
Every abstract, by design
Before / after

The shift, drawn to scale.

Time to abstract a portfolio
Before
Weeks of associate reading
After
Days with verification
Terms with clickable source citations
Before
None
After
All of them
How it unfolded

From benchmark to rollout.

Week 1
Encode the abstract format

The practice's own abstract template becomes the extraction target: renewal options, escalations, co-tenancy, assignment rights, the works.

Week 2
Read everything, cite everything

The agent reads every lease and amendment and links each extracted term to the exact clause and page it came from. Uncertain extractions are flagged, not guessed.

Week 3+
Verification, not archaeology

Associates verify by clicking through to source clauses and sign every abstract. Their hours contain judgment now, not Ctrl+F.

“I am a real estate attorney. Abstraction is the work clients need and associates dread. The risk was never the reading, it was the 280th lease read at 11pm.”

A portfolio acquisition lands and someone has to read three hundred leases for renewal options, escalations, co-tenancy clauses, assignment rights, and the one weird amendment from 2014. It’s essential, expensive, and exactly the kind of work where human accuracy degrades with volume while client billing sensitivity rises with it.

What changed

The agent reads every lease and amendment, extracts the terms into the practice’s abstract format, and links each extracted term to the exact clause and page it came from. Attorneys verify by clicking through to the source instead of re-reading the document. Uncertain extractions are flagged, not guessed.

What stayed human

Every abstract is signed by an attorney, by design. Legal judgment, client advice, and anything ambiguous stay with the humans. What changed is what their hours contain: verification and judgment instead of Ctrl+F archaeology.

What we won’t show you

Which clause patterns trip which flags, and how ambiguity is scored, took real casework to tune. That calibration stays private. The verification trail, though, is the point: every number in the abstract shows you where it came from.


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