The problem

The value was locked inside the paperwork.

A commercial lease is a dense legal document, dozens of pages of index-linked escalations, common-area cost splits, extension options and break clauses, and the whole portfolio of them was being tracked by hand in ageing spreadsheets.

So the firm kept missing the dates that carry money. A rent review that should have lifted the rent passed unactioned; a non-renewal notice went out after the window had closed. Each miss was recurring revenue the firm was entitled to and never collected, and investors noticed.

And finding the exposure was its own slow job. Any attempt to audit the leases meant lawyers and property managers reading contracts for weeks, because the important terms sat in scanned PDFs rather than in any structured, queryable format the firm could actually analyse.

What we did

Turn every lease into data, and every date into a warning.

Read the contract, validate it into the system, and raise the alert long before the deadline, with a lawyer on anything that doesn't add up.

Lease abstraction

150+ terms, in minutes

The platform scans each lease and amendment the moment it is uploaded, converts the unstructured text, and extracts more than 150 distinct data points, dates, deposit amounts, exclusivity and break clauses, in minutes rather than the hours a person would spend reading.

Validation & HITL

Only the odd ones reach a lawyer

Extracted data runs through automatic validation, and when the logic finds a mismatch (an end date before the start date, a figure that can't be right) it escalates that single clause to a human lawyer to confirm. The routine ninety-nine percent flow straight through; a person spends their judgement only where it's needed.

ERP sync

Clean data, in the system of record

The validated terms sync automatically into the firm's property-management system, so the numbers people actually work from are the ones read off the lease, not the ones a tired clerk rekeyed into a spreadsheet at the end of a long day.

Proactive alerts

180, 90 and 30 days out

A dashboard notifies the property manager 180, 90 and 30 days before every significant lease event, and attaches a draft communication (for example, a renewal email to the tenant with the updated figure) so the deadline arrives as a prepared action, not a nasty surprise.

Portfolio visibility

The whole book, finally queryable

Because every lease is now structured data, the firm can ask portfolio-level questions it never could before, which break clauses fall next year, where the index exposure sits, instead of the answers being trapped one PDF at a time.

Audit in minutes

Weeks of reading, gone

The lease audit that used to consume weeks of lawyer and property-manager time now runs against the extracted data in minutes, so the firm can check its own exposure whenever it wants rather than once a year when it can spare the people.

The result

The deadlines come to you now.

No more missed dates, a portfolio you can actually analyse, and audits in minutes.

Live

Missed dates eliminated, revenue recovered

The rent reviews, option deadlines and notice windows that used to slip now surface months ahead with a draft action attached, so the recurring revenue the firm was quietly leaking is billed on time. The dates carry the money, and the firm stopped missing them.

And faster

Audits in minutes, a portfolio in view

A lease audit fell from weeks of manual reading to minutes against structured data, and for the first time the firm can run portfolio-wide questions on exposure and upcoming events, turning a filing cabinet of PDFs into an asset it can actually manage.

Why it holds

Extraction is only useful when a person can trust it.

Pulling 150 terms out of a lease is the easy part; the value is validating them, syncing them into the system of record, and escalating the one clause that doesn't add up to a lawyer before anyone relies on it. It is the same legal-language-extraction discipline behind our due-diligence work, aimed at a live lease portfolio's lifecycle rather than a one-off deal.

More case studies

Related work.

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