Where the work can stall
Routine agreements often arrive in different formats, while preferred clauses, fallback positions and escalation rules may be spread across precedents, emails and individual experience.
The useful automation opportunity is not to make a legal decision. It is to organise a consistent first pass so the reviewing lawyer can see potential departures from an approved playbook more quickly.
A possible workflow
- Turn the firm's approved positions, fallback wording and escalation rules into a maintained clause playbook.
- Extract the contract text inside an approved environment and identify the clauses relevant to that playbook.
- Prepare a clause-by-clause comparison that shows the source text, the relevant playbook position and the reason a point has been flagged.
- Draft a review memo in the firm's existing format, with links back to the source passage wherever possible.
- Route the memo and original agreement to a lawyer for review, amendment and sign-off.
What good operation looks like
The playbook has a named owner, changes are versioned, and reviewers can see which version informed a draft. Feedback is used to improve the instructions rather than silently changing legal positions.
Unusual drafting, missing context and low-confidence comparisons are escalated. The workflow supports professional judgement; it does not replace it.
Where people stay responsible
This workflow example is not legal advice. It must not make legal decisions or send advice without qualified review.
- A lawyer reviews every comparison and decides what advice or wording leaves the firm.
- Client documents are used only in systems and configurations the firm has approved.
- The output shows its source passages so a reviewer can check the reasoning.
- Novel or heavily negotiated matters leave the standard workflow and receive a fresh legal review.
Limitations to test
- A playbook cannot anticipate every commercial context or negotiation history.
- Extraction errors can hide or distort clauses, particularly in poor scans or complex schedules.
- A fluent draft can still be legally or commercially wrong. Only an authorised professional can decide what advice is appropriate.
Measuring it
Track preparation and review time, missed issues and incorrect flags against a lawyer-reviewed reference set.
Agree the test sample, measurement period and acceptance criteria before a pilot. Include checking, corrections and running costs when comparing the proposed workflow with the current process.
Our evidence and corrections policy ↗