Brightwater Property

Real estate

2024

10 weeks

Lease abstraction across 2,300 commercial leases

Lease abstraction across 2,300 commercial leases

Lease abstraction across 2,300 commercial leases

A portfolio of 2,300 leases lived in scanned PDFs. An extraction agent turned every one into 22 checked fields and found rent reviews nobody had acted on.

A portfolio of 2,300 leases lived in scanned PDFs. An extraction agent turned every one into 22 checked fields and found rent reviews nobody had acted on.

SharePoint / Azure OCR / Claude / Yardi

22

22

22

Fields extracted and checked per lease

3 wks

3 wks

3 wks

To abstract the whole portfolio

$410k

$410k

$410k

In missed rent reviews recovered

[CASE] Field notes

Written with the client team. Numbers are measured against the eval set agreed in the audit.

The problem

Brightwater manages offices and retail units across the north of England. Its leases were scanned PDFs, some typed, some handwritten in the margins. Nobody could say with confidence when each rent review was due.

What we built

An extraction agent reads each lease and fills 22 fields: parties, term, break dates, rent review dates and basis, service charge caps and more. A second pass checks every value against the page it came from. Low-confidence fields go to a reviewer with the page open beside them.

How it runs

The output lands in the property system with a link back to the source page for every field. Reviewers checked 14% of fields by hand; the rest passed both passes.

Results

The whole portfolio was abstracted in three weeks. The first report found 37 rent reviews that had never been triggered, worth $410,000 a year.

[Q] From the client

We had quotes for a year of paralegal time. Golem did it in three weeks and showed us the page for every number.

We had quotes for a year of paralegal time. Golem did it in three weeks and showed us the page for every number.

We had quotes for a year of paralegal time. Golem did it in three weeks and showed us the page for every number.

Marcus Oyelaran, Asset Manager, Brightwater Property

Next case

An invoice agent that reads 14,000 carrier bills a month

An invoice agent that reads 14,000 carrier bills a month

An invoice agent that reads 14,000 carrier bills a month

[END] Next step

Hand us the boring part.

Golem

AI agents for operations teams. Designed, built and run from Glasgow and Lisbon.

Contact

+44 141 496 0018

Studio 4, 21 Bell Street, Glasgow G1 1NU

(c) 2026 Golem Automation Ltd.

All agents running

55.86 N / 4.25 W

[END] Next step

Hand us the boring part.

Golem

AI agents for operations teams. Designed, built and run from Glasgow and Lisbon.

Contact

+44 141 496 0018

Studio 4, 21 Bell Street, Glasgow G1 1NU

(c) 2026 Golem Automation Ltd.

All agents running

55.86 N / 4.25 W

[END] Next step

Hand us the boring part.

Golem

AI agents for operations teams. Designed, built and run from Glasgow and Lisbon.

Contact

+44 141 496 0018

Studio 4, 21 Bell Street, Glasgow G1 1NU

(c) 2026 Golem Automation Ltd.

All agents running

55.86 N / 4.25 W

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