Legal & Professional Services

Legal work is document work, and documents are a systems problem.

Our goal in this sector

Give firms back the hours lost to document handling and manual intake.

// 01 — State of Play

Where the
sector stands.

Firms and in-house teams run on documents, deadlines, and billable time. The tooling around them is typically a document management system, a practice management package, a mail client, and an enormous amount of manual coordination between the three.

The pressure is efficiency: clients push back on hourly billing, alternative fee arrangements require accurate cost visibility, and volume practices only work if intake and document generation are automated.

// 02 — The Shifts

What technology is changing right now.

The forces reshaping this industry — and why they turn into engineering problems.

Shift 01

Document generation got automated

Template-driven assembly from structured matter data removes an entire class of copy-paste error and review time.

Shift 02

Intake became a funnel

Conflict checks, engagement letters, and matter setup are increasingly automated, which shortens time-to-first-work substantially.

Shift 03

Review assistance arrived

Retrieval and summarization tools help with discovery and diligence, with human verification and provenance as the non-negotiable requirement.

Shift 04

Fee pressure changed reporting

Fixed and capped fees require real-time cost tracking against matter budgets rather than after-the-fact write-offs.

// 03 — Friction

Where it breaks today

▲Time captured from memory at the end of the week
▲Documents versioned by filename in a shared drive
▲Conflict checks run manually across multiple lists
▲Deadlines tracked in individual calendars, not a matter system
▲No visibility into matter profitability until it closes

// 04 — What We Build

Systems that fix it

Matter and workflow systems

Structured matters with stages, tasks, deadlines, and ownership, plus the reporting partners actually ask for.

Document automation

Template assembly, clause libraries, and generation driven by matter data with full version history.

Client intake portals

Structured intake with conflict screening, engagement documents, and e-signature in one flow.

Time, billing, and budget tracking

Passive capture, review, and matter budget burn visible while the work is still in progress.

// 05 — Ground Rules

How we engineer here

Privilege and confidentiality

Access control is per-matter with ethical walls enforced in the data layer, not the UI.

Retention and destruction

Client files carry defined retention schedules and defensible destruction requirements.

Audit trail

Document access, edits, and disclosures must be logged and reportable.

Verification of AI output

Any generated text carries citations and human sign-off. Unverified output never reaches a filing.

// 06 — Glossary

The language of the sector

Plain-English definitions, so nobody has to pretend they know what an acronym means.

Matter: The unit of legal work for a client, against which time, documents, and costs are tracked.
Conflict check: Screening a prospective engagement against existing clients and adverse parties.
Ethical wall: Enforced access restrictions preventing certain personnel from seeing a matter.
AFA: Alternative Fee Arrangement — fixed, capped, or contingent fee structures instead of pure hourly.
WIP: Work In Progress — recorded time and costs not yet billed.

// 07 — Questions