Playbook · Legal · Financial · Commercial
Document & Contract Review
Extract, classify, compare against your playbook and flag deviations. The model drafts, a human decides.
The problem
What this
actually fixes.
First-pass document review is high-volume, rules-based and expensive when done by senior people — but genuinely risky to hand to a junior. It is the clearest case in professional services for AI drafting with human approval.
The pattern
How the
automation runs.
01
Extract
Clauses, parties, dates, values and obligations pulled into a structured record regardless of document format or layout.
02
Compare
Each clause checked against your own position playbook — preferred, acceptable, and unacceptable positions you define once.
03
Flag by risk
Deviations surfaced with a severity rating and the relevant playbook reference, so the reviewer sees why something was flagged.
04
Draft the markup
Suggested amendments generated in your house style, ready for a qualified reviewer to accept, edit or reject.
05
Never auto-approve
Output is always a draft. The approval gate is a named human, and every decision is logged for audit.
What we measure
The metrics that
prove it worked.
Review turnaround time
Cost per document
Deviation catch rate
Reviewer hours saved
Typical timeline
6–8 weeks
Typical investment
£8K – £18K
Sectors
Legal · Financial · Commercial
FAQ
Questions about
this pattern.
As a drafting step with a human approval gate, yes. The model extracts clauses, compares them against a position playbook you define, and flags deviations with a severity rating. It never approves anything — a qualified reviewer accepts, edits or rejects each suggestion, and every decision is logged.
A written record of your preferred, acceptable and unacceptable positions on each common clause. Most firms hold this knowledge informally in senior heads. Writing it down once is what makes consistent automated review possible — and it is useful even if you never automate.
First-pass turnaround typically drops from days to hours, because extraction and comparison happen in minutes rather than requiring a full read. Reviewer time shifts to the flagged deviations, which is where the judgement actually is.
More playbooks
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we run.
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AEO Content Briefs
Content shaped to be quoted by answer engines: entity-clear, answer-first, structurally marked up.
No-Show Reduction
Multi-channel reminders, easy rescheduling and waitlist backfill. Empty chairs are unrecoverable revenue.
Let's talk
Run this pattern
in your business.
Thirty minutes, free. We will map this pattern onto your actual process, estimate the saving, and tell you whether it is worth building — sometimes it is not.
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