Document-heavy work, engineered
Legal, advisory and professional services firms run on documents, precedent and judgement. We build systems that carry the volume while the judgement stays where it belongs.
Expertise trapped inside repetitive document work
The economics of professional services firms are constrained by a mismatch: highly paid specialists spending large parts of their week on work that is routine, repetitive or administrative.
Drafting that starts from scratch
Documents that should begin from approved precedent and institutional knowledge are re-drafted each time — quality varies with the drafter and the deadline.
Knowledge locked in heads and drives
The firm’s accumulated expertise sits in matter files, email archives and the memory of senior staff — unreachable at the moment it is needed.
Manual intake and triage
New instructions, documents and correspondence are sorted, routed and summarised by people — consuming fee-earner time before the real work starts.
Compliance drag
Checks, reviews and audit requirements are layered onto already-busy people — inconsistent under pressure and expensive to evidence.
What a knowledge and drafting system could look like
An illustrative architecture for drafting grounded in your own approved knowledge: permission-aware retrieval over existing repositories, an AI drafting layer that cites its sources, and professional review before anything is released — delivered where your people already work.
PERMISSION-AWARE DRAFTING SYSTEM
- 01RETRIEVE
- 02GROUND
- 03DRAFT
- 04REVIEWhuman
- 05APPROVEhuman
PROFESSIONAL REVIEW
FEE-EARNERS · APPROVERS · KNOWLEDGE TEAM
Example solution — what this could look like
A drafting and knowledge layer over your precedent
An example build for a professional services workflow: AI-assisted drafting and research over your own approved material, inside a review process that keeps professional judgement in charge.
Precedent-grounded drafting
First drafts assembled from your approved precedents, clauses and matter history — with citations so reviewers see exactly where each element came from.
Institutional knowledge retrieval
The firm’s accumulated documents, advice and outcomes made queryable — permission-aware so confidentiality walls are respected.
Automated intake & triage
Incoming matters and documents classified, summarised and routed to the right team with a structured brief attached.
Review-ready output
Everything the system produces arrives structured for review — flagged uncertainty, source references and tracked changes by default.
Conflict & consistency checks
Cross-referencing against existing matters and firm positions — surfacing inconsistencies a busy reviewer might miss.
Matter reporting
Status, turnaround and workload visibility across the practice — the operational picture partners currently assemble by asking around.
Engineered for professional accountability
Professional services carries duties that generic automation ignores. Our approach is built around them.
- 01
Start where judgement is scarcest
We identify the document workflows where specialist time is spent on non-specialist work — typically intake, research assembly or first drafts.
- 02
Ground the system in your material
The system works from your precedents, playbooks and matter files — not generic internet knowledge — under your confidentiality rules.
- 03
Design the review boundary
What the system may draft, suggest or send is agreed with the people who carry professional responsibility for the output.
- 04
Pilot on real matters
A bounded deployment on live work with measurement — accuracy, review time, turnaround — before any wider rollout.
- 05
Extend on evidence
Adjacent practice areas or workflow stages are added where the first deployment demonstrably holds up.
What this typically involves
- Retrieval over your corpus
- RAG systems indexing precedents, matter files and guidance — with permission-aware retrieval respecting ethical walls.
- Document intelligence
- Classification, extraction and comparison across contracts, filings, correspondence and court documents.
- Template-driven generation
- Drafting engines that assemble documents from approved structures and language — consistent by construction.
- Review interfaces
- Purpose-built screens for comparing drafts, checking citations and signing off — designed for how professionals actually review.
- Practice system integration
- Connections into document management, practice management and email — the system lives inside the tools already in use.
- Audit & version control
- Every automated action and edit attributable — the evidentiary trail professional work requires.
Judgement stays professional
In professional services, the review boundary is not optional — it is the product. We design systems that make professional oversight faster, not thinner.
Nothing client-facing without sign-off
Drafts, advice and communications reach clients only through an accountable professional — enforced in the workflow, not by policy alone.
Sources attached to every claim
System output arrives with citations to the underlying material — verification takes seconds, not a reconstruction.
Confidentiality engineered in
Access controls, ethical walls and data residency requirements shape the architecture, not just the contract.
Professional standards preserved
The system’s role — assistant, drafter, researcher — is defined so supervisory obligations remain clearly owned.
Where the value lands
The categories of benefit these systems typically target — measured against your baseline, not industry averages:
Specialist time on specialist work
Fee-earner hours redirected from administration to advice.
Faster turnaround
Intake, research and drafting cycles compress materially.
Consistent drafting quality
Output starts from firm precedent rather than individual habit.
Institutional memory
Departing expertise stays queryable after the expert leaves.
Is specialist time going to work software could carry?
Tell us where document work consumes the people you hired for judgement. We will assess what a system could safely take on — and what it should never touch.
Discuss a similar workflow