Timing is directional and often faster in practice. Phase 1 is concrete. Each later phase is scoped only after the prior phase proves value, safety, ownership and rollback. A failed pause condition means correct and retest before progressing; it does not automatically end the programme. Trust account movements and court filings stay human by design at every phase. Marlow & Finch Lawyers is a fictional firm. The method, scoring and structure are exactly what we produce for a real engagement.
SampleImplementation roadmapReview at every gate
Tip
Approve Phase 1 only. Later phases remain parked until the prior exit criteria are met and the firm signs the next scope.
Phase 1 · approx. months 1-3
Matter Delivery Engine
Draft the house document set from validated contract terms, searches and correspondence, with every legal call made by a solicitor.
Build and measure
De-identified worked example set and test harness
Matter File Collator + Advice Builder
Source trace, correction rate and time
Two human QA stages retained
Exit: traceable draft, agreed quality pass and measured time reduction.
PAUSE / CORRECT: any material term, key date or recommendation lacks a source on the file, or any material error survives final human QA.
Process: Alice Ng Delivery: Bart Approve: Priya Raman + Tom Whitfield Gate: joint
Phase 2 · approx. months 4-6
Advice and Document Production
Collect approved precedents and draft patterned sections while the responsible solicitor owns the advice.
Entry and proof
Phase 1 controls proven
Client matters separated and labelled
Precedent Collector + Client Update Drafter
Source and cross-matter contamination tests
Exit: drafting time falls with every source held and no cross-matter contamination.
PAUSE / CORRECT: client matters cannot be reliably separated, sources are missing or solicitor review time does not improve across the pilot outputs.
Process: Alice Ng Delivery: Bart Approve: Priya Raman + Tom Whitfield Gate: joint
Phases 3-4: scale only after the first controls hold
Client intake, orchestration and capability transfer remain parked until the earlier phases prove quality, source traceability, ownership and rollback. No agent initiates, authorises or records a trust account movement, and no agent lodges a court document or sets a filing date.
SampleImplementation roadmapReview at every gate
Remember
Economic size does not override a failed control gate. Re-scope, redesign or stop before moving to the next phase.
Phase 3 · approx. months 7-9
Client Intake and Engagement
Capture enquiries, support the conflict search and draft engagement letters while Priya Raman retains scope, costs and every commitment.
Entry and proof
Precedent and engagement letter library approved
Enquiry volume and conversion baseline measured
Enquiry Triage + Engagement Letter Drafter
Independent Evaluator
Exit: qualified matters open faster with conflict, costs and commitment controls held.
PAUSE / CORRECT: any scope, costs or commitment error survives review, a conflict match is mishandled or preparation time does not improve across the pilot outputs.
Process: Tom Whitfield Delivery: Bart Approve: Priya Raman Gate: joint
Phase 4 · approx. months 10-12
Governed Workbench + Become AI‑First
Add orchestration only after workers, gates and file evidence are stable.
Operate and transfer
Practice Operations Orchestrator
AI register and versioned tests
Rollback and assurance evidence
New-workflow onboarding playbook
Exit: named owners run the system and add a controlled workflow without Blue Seas AI in the room.
PAUSE / REDESIGN: any matter-separation, approval, audit or rollback test fails, or no named owner at the firm can operate the workflow after supervised use.
Operations: Tom Whitfield Delivery: Bart Approve: Priya Raman + Tom Whitfield Gate: joint
The judgement behind the sequence
Why this order - and what would change if value alone decided it
The roadmap orders builds by the quality of the first proof and what each phase de-risks next. Annual economics matter, but they do not decide the sequence by themselves.
Best first build = useful proof + controlled risk + reusable learning
Matter delivery starts because your firm has the strongest precedents, the clearest bottleneck and a result Alice Ng can judge in an afternoon. Advice and document production carries the larger annual figure at $261,624 and still waits for Phase 2, because it needs the source traceability and approval habits that Phase 1 proves. Each later phase reuses controls, file evidence and operating habits proven before it.
Decision rule Approve one phase only. Later phases stay parked until the prior phase proves value, safety, ownership and rollback. Value rank is not build order.
The metrics used
Commercial impactUrgency · annual value · hours
Tests the pain and economic room. How frequent and expensive is the work, and can returned time move back to clients or to billable matters?
AI fitAI Safety /10 · AI Capability /10
Tests whether today's models fit the job. High when work is repeatable, internal and checked before any client effect.
Evidence readinessPrecedents · worked examples · time to proof
Tests how quickly your firm can judge a result. Precedents, worked examples, prior matters and an agreed quality bar shorten the path to proof.
Control burdenHuman gates · matter separation · source trace
Tests the operating risk. Matter separation, approval points, audit evidence, rollback and the cost of a wrong output all affect sequence.
Operating fitDependencies · owner readiness · transfer
Tests whether your firm can own it. A phase moves later when it depends on controls, data or operating roles that must be proven first.
What that judgement produced
1
Matter Delivery Engine
Strongest precedents, clearest pain and the fastest controlled proof at $169,830 a year.
2
Advice and Document Production
The largest annual figure at $261,624, taken second so Phase 1 proves source traceability and solicitor approval first.
3
Client Intake and Engagement
Real value at $137,520, but enquiry volume, conversion and conflict-check baselines still need measurement.
4
Workbench + Become AI‑First
Orchestration and capability transfer follow stable workers, gates and named owners.
Economic-only counterfactual
If annual recoverable charge-out value alone set the order
This is the comparison, and it is not the recommended build sequence. It isolates one comparable ledger so your firm can see what changes when proof quality, readiness, control burden, dependencies and ownership are deliberately ignored.
If annual recoverable charge-out value alone set the order
The three practice areas would rank by the annual charge-out value handed back. The recommended roadmap uses the wider judgement above. Workbench value remains inside the practice-area systems or TBC. The three areas total $568,974 a year across 2,280 hours.
Economic rank 1
Advice and document production
$261,624
660 hours / year
Economic rank 2
Matter delivery
$169,830
1,020 hours / year
Economic rank 3
Client intake and engagement
$137,520
600 hours / year
Why the recommendation stays different
Matter delivery remains the first controlled proof because your firm has the strongest precedents, the clearest bottleneck and a result Alice Ng can judge quickly. Advice and document production is the bigger number and it still waits one phase. Economic size informs the sequence; it does not override evidence, safety or operating readiness. Figures are recoverable charge-out cost-to-serve and they are estimates. They exclude revenue, cash, margin and any guarantee.
