Hart & Calder

Legal

2026

6 weeks

Contract intake that triages 300 NDAs a week

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.

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.

Outlook / iManage / Claude / Teams

40s

40s

40s

Median first review, was 11 minutes

92%

92%

92%

Routine NDAs cleared without a lawyer

0

0

0

Renewal dates missed since launch

[CASE] Field notes

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

The problem

Hart & Calder is a 40-lawyer commercial firm. Clients send NDAs, supplier terms and renewals by email, and a junior associate reads every one. Most were standard. A few were not, and those were the ones that slipped.

What we built

An intake agent reads each incoming agreement against the firm's own playbook: 64 clause positions written by the partners. It marks every clause as standard, acceptable with edits, or needs a lawyer, and drafts the redline for the first two. Renewal and notice dates go straight into the matter calendar.

How it runs

The agent cites the exact clause and the playbook rule for every flag, so a lawyer can check it in seconds. Nothing is sent to a client without a named reviewer. All documents stay inside the firm's own tenant.

Results

Routine NDAs now clear in under a minute. Associates spend their time on the 8% that need judgement, and the firm has not missed a renewal date since launch.

[Q] From the client

It does not give legal advice and it never pretends to. It reads fast, flags what is odd and shows its working. That is exactly what we needed.

It does not give legal advice and it never pretends to. It reads fast, flags what is odd and shows its working. That is exactly what we needed.

It does not give legal advice and it never pretends to. It reads fast, flags what is odd and shows its working. That is exactly what we needed.

Imogen Calder, Managing Partner, Hart & Calder

Next case

Patient intake and scheduling for nine clinics

Patient intake and scheduling for nine clinics

Patient intake and scheduling for nine clinics

[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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