[WRK] Case studies

Six agents in production

Every case

Every case

Every case

ships a number.

ships a number.

ships a number.

Index

Logistics, legal, health, manufacturing, retail and property. Each one started with a two-week audit and an eval set of the client's own cases, and each is measured the same way: hours returned and cost per task.

Logistics, legal, health, manufacturing, retail and property. Each one started with a two-week audit and an eval set of the client's own cases, and each is measured the same way: hours returned and cost per task.

Northwind Freight

Logistics

2026

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

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

Carrier invoices arrived as PDFs, emails and photos. Now an agent reads them, matches each line to a shipment and only asks a person when the numbers disagree.

1,240h

1,240h

1,240h

Returned to the finance team each quarter

Hart & Calder

Legal

2026

Contract intake that triages 300 NDAs a week

Contract intake that triages 300 NDAs a week

Associates spent their mornings on routine NDAs. An intake agent now reads each one against the firm's playbook and sends only the unusual clauses to a lawyer.

40s

40s

40s

Median first review, was 11 minutes

Fennel Health

Healthcare

2025

Patient intake and scheduling for nine clinics

Patient intake and scheduling for nine clinics

Front desks spent half the day on forms and phone tag. An intake agent now checks forms, books follow-ups and reminds patients in their own language.

-37%

-37%

-37%

No-shows across nine clinics

Kessler Works

Manufacturing

2025

Shift reports written by an agent, signed by a supervisor

Shift reports written by an agent, signed by a supervisor

Supervisors lost the last 45 minutes of every shift to reports. An agent now drafts them from machine logs and defect photos, and the supervisor signs off.

6 min

6 min

6 min

Per shift report, was 45 minutes

Lumen Supply Co.

E-commerce

2025

Support triage that answers the boring 60 percent

Support triage that answers the boring 60 percent

Where is my order, can I return this, my code does not work. A support agent now answers those in minutes and hands everything else to a person with the context attached.

61%

61%

61%

Tickets resolved without a human

Brightwater Property

Real estate

2024

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.

22

22

22

Fields extracted and checked per lease

[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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