AI strategy: Lawyer
Prioritized AI adoption map. Date: 2026-06. Sources: GDPval, AEI, O*NET, and
profession-automation-2026.md. ← Role hub
ContextIn GDPval, AI produced an expert-level legal brief in about half of the tasks, but it can invent statutes and case law. Use it to augment the lawyer's work. AI can speed up the task, while strategy and the signature remain with a person.
1. Research and drafting (high priority)
| No. | Goals | KPIs | Initiatives |
|---|---|---|---|
| 1 | First-pass research | research time · completeness | Harvey or CoCounsel · check every citation |
| 2 | Draft documents and memoranda | drafting time · revisions | contract and claim structures · human completion |
2. Review and comparison (high priority)
| No. | Goals | KPIs | Initiatives |
|---|---|---|---|
| 3 | Review a contract for risk | time · risks found | prompt for "risks with a clause citation" · verify citations |
| 4 | Compare versions | time · accuracy | differences table with a "who benefits" column |
3. Due diligence (medium priority)
| No. | Goals | KPIs | Initiatives |
|---|---|---|---|
| 5 | Repeatable review workflows | review volume · errors | workflow builder in Harvey · checklists |
4. Knowledge and compliance (foundation)
| No. | Goals | KPIs | Initiatives |
|---|---|---|---|
| 6 | AI search across a knowledge and precedent base | access speed · answer quality | internal base + AI search grounded in a trusted source |
| 7 | Client confidentiality | incidents · compliance | approved environment · de-identification · policy |
5. The role (foundation)
| No. | Goals | KPIs | Initiatives |
|---|---|---|---|
| 8 | Shift weight to strategy and negotiation | % of time on high-stakes tasks | less document production, more deals, disputes, and client work |
Where to start: the first round
Use process scoring: repetition, volume, verifiability, error cost, and data.
- No. 3, review an incoming contract. This is the best starting point because the result is mechanically checkable. Search the contract for every quotation, and an error becomes visible within a minute.
- No. 4, compare versions. It has the same advantage. Check the differences line by line.
- No. 1, first-pass research. Start only with a firm rule: verify every citation against the primary source. Without that rule, research becomes the first incident, not the first round.
Not in the first round: No. 5, the "due diligence workflow," should wait until the team has built a reliable review habit on Nos. 3 and 4. AI may draft final documents for signature under No. 2, but a person must review the complete document every time. Never send attorney-client privileged material or a client's personal data to outside services. This is a boundary, not a scheduling choice. See the red flags in the role hub.
Keep these parts of legal work human
- The legal position and signature. They cannot be delegated at any maturity level.
- Materiality of risk. AI finds clauses; a person decides which ones matter to the deal.
- Negotiation, court work, and the client relationship. Trust makes this work more valuable.
- Assessing the prospects of a dispute. This requires judgment across the full case, not a database search.
Review points and stop thresholds
| Initiative | What a person checks | Stop threshold (example, replace with your own) |
|---|---|---|
| No. 1 research | verify every statute and case citation against the primary source | one invented rule means quarantining the tool and rechecking recent conclusions |
| No. 3 contract review | find every quotation in the document text | if a quotation cannot be found, complete a full manual review and fix the prompt |
| No. 4 version comparison | sample rows in the differences table | one missed material difference means returning to manual comparison until the cause is understood |
Before you trust the flow, build a reference set: 20 contracts already reviewed by hand, with known risks. Test every new tool or prompt against them first.
Two paths from here
- You are a lawyer: open the role hub, then use the Volume 1 workbook to move from your week to an audit and a 90-day plan.
- You lead a legal function or firm: use the Human Review Matrix, write the agent contract with boundaries for privilege, signature, and escalation, then continue with the Volume 2 workbook.
DisciplineVerify citations to statutes and case law against the primary source. Only a person owns the legal position and signature.
Sources: profession-automation-2026.md, GDPval; book, Chapters 2 and 3. Version: 2026-07-09.
What changed: added "The first round," "Keep these parts human," "Review points and stop thresholds," and "Two paths."