AI has become a genuine productivity multiplier in legal practice — accelerating research, drafting, and analysis while requiring careful attorney oversight. The highest-value applications reduce time on high-volume, research-intensive work so attorneys can focus on judgment, strategy, and client relationships.

Important: AI cannot replace attorney judgment. All AI outputs must be reviewed by qualified counsel before use. AI legal tools are subject to professional responsibility rules, confidentiality obligations, and jurisdictional variation. Never use AI outputs without verification.

Case Law Research

Prompt: Research the legal standard for this issue.

Jurisdiction: Federal (9th Circuit) + California state
Issue: Whether an employer can enforce a non-compete agreement 
       against a former employee

Research memo format:
1. California Business and Professions Code Section 16600 — what it says and how courts interpret it
2. The narrow exceptions courts have recognized (if any)
3. How federal courts sitting in diversity handle California non-compete claims
4. Recent developments (any significant cases in last 3 years)
5. What the employer can do instead (trade secret protection, non-solicitation)
6. Bottom line: Can they enforce it?

Note: I will verify all citations in Westlaw/Lexis before advising client.
This is preliminary research only.

Regulatory Research

Prompt: Research regulatory requirements for this business situation.

Situation: Private equity fund interested in acquiring controlling stake in 
           a company that holds federal government contracts
Relevant regulatory areas:
- FAR (Federal Acquisition Regulation) — change of control provisions
- CFIUS review requirements
- Novation agreement requirements
- Small business contracting implications (if applicable)

Research:
1. When is a novation agreement required vs. when does the existing contract continue?
2. CFIUS: What triggers review for government contractor acquisitions?
3. Small business set-aside contracts — what happens to these on acquisition?
4. Timeline — what approvals must be obtained before or after closing?
5. Key risk: What could result in contract termination?

Output: Regulatory overview memo for client briefing
Flag: Anything that requires specialized CFIUS or federal procurement counsel

2. Contract Drafting and Review

Contract Drafting

Prompt: Draft this contract provision.

Contract type: Software as a Service (SaaS) subscription agreement
Provision needed: Data Processing Addendum (DPA)
Context: US-based SaaS company with EU customers, GDPR applies

DPA should cover:
1. Definitions (controller, processor, personal data, processing)
2. Scope of processing (what data, for what purpose)
3. Customer's instructions to vendor
4. Vendor's obligations:
   - Technical and organizational measures
   - Subprocessor management
   - Data breach notification (72-hour requirement)
   - Data subject requests
   - Deletion/return of data on contract termination
   - Data transfer mechanisms (Standard Contractual Clauses if needed)
5. Audit rights
6. Liability and indemnification as between controller/processor

Draft a commercially reasonable DPA:
- Balanced (not vendor-favorable or customer-favorable to extreme)
- GDPR-compliant
- Practical to implement
- Plain language where possible without sacrificing precision

Note: This requires legal review — output is a starting point for counsel to refine.

Contract Redline Review

Prompt: Review this contract redline and identify issues.

Contract: Software license agreement
My client's position: Licensor (software vendor)
Counterparty's redlines to our standard form:

Key redlines received:
1. Changed indemnification to cover "any third party claim" (was: "IP infringement claims only")
2. Added 30-day cure period before termination for breach (was: no cure period)
3. Changed limitation of liability cap from 12-month fees to 24 months
4. Added customer right to audit vendor's systems for data security
5. Required vendor to carry $10M cyber liability insurance
6. Changed governing law from Delaware to customer's home state (Ohio)
7. Added "most favored nation" pricing clause

For each redline:
1. What is the counterparty trying to accomplish?
2. Is this a standard/reasonable ask or unusual/aggressive?
3. Recommended response: Accept / Counter / Reject (with rationale)
4. If counter: Draft revised language

My general instruction: We want to close this deal but protect ourselves from unlimited liability.

SPA Due Diligence

Prompt: Help me structure due diligence for this acquisition.

Target company: SaaS company, 45 employees, $8M ARR
Deal type: Stock purchase (acquiring 100% of outstanding shares)
Timeline: 45 days to close

I need a due diligence checklist covering:

Corporate/Governance:
- What to request and review

Contracts:
- Customer contracts (red flags, concentration risk)
- Vendor agreements (change of control provisions)
- Employment agreements
- Equity agreements (option pool, RSA/RSU)

IP:
- IP ownership (employee/contractor IP assignment agreements)
- Open source license compliance
- Patent filings and applications

Employment:
- Key person risk
- Non-compete enforceability
- Pending employment claims

Regulatory/Compliance:
- Privacy (GDPR, CCPA compliance)
- Data security compliance
- Industry-specific regulations

Litigation:
- Pending and threatened claims

For each category:
1. Documents to request
2. Red flags to look for
3. Deal-killer issues vs. negotiable issues
4. Representations/warranties to require in the SPA

3. Litigation Support

Brief Writing Assistance

Prompt: Help me write a section of this legal brief.

Brief: Motion for Summary Judgment
Case: Employment discrimination case (Title VII)
Client: Defendant employer

Issue I need to brief: Whether plaintiff's performance improvement plan (PIP) 
and subsequent termination constitute "adverse employment action"

Standard: Under McDonnell Douglas, plaintiff must first establish prima facie 
case including adverse employment action.

Facts relevant to this issue:
- PIP issued February 2025 after documented performance issues
- PIP required improvement in specific, measurable areas
- Termination February 28, 2026 after PIP goals not met
- Comparators: 3 other employees placed on PIPs in same period 
  (2 different protected classes than plaintiff, 1 same class but improved)
- Plaintiff alleges PIP was pretextual

Write the argument section:
1. State the legal standard for adverse employment action (with citations — I'll verify)
2. Argue PIPs don't categorically constitute adverse action
3. Argue the termination was legitimate, non-pretextual
4. Address the comparator issue
5. Conclusion

Write in formal legal brief style, active voice, persuasive but professional
Length: 1,500-2,000 words for this section

Deposition Preparation

Prompt: Help me prepare my client for this deposition.

Client: Corporate defendant's 30(b)(6) witness
Deposition topic: Company's data retention and destruction policies
Plaintiff's counsel: Known to be aggressive, technical

Background:
- Case involves alleged destruction of electronically stored information (ESI)
- Company had litigation hold in place, but some data was auto-deleted 
  due to routine deletion processes before hold notice reached IT
- Client is IT Director, technically knowledgeable but inexperienced with depositions

Prepare:
1. Witness preparation guide (what to expect, deposition rules)
2. Key topics plaintiff will likely cover (based on 30(b)(6) notice topics)
3. Prepared answers for anticipated difficult questions (my drafts, for review):
   - "Were you aware of the litigation hold?"
   - "Why did the auto-delete process continue running after the hold?"
   - "Who was responsible for enforcing the litigation hold in the IT department?"
4. "I don't know / I don't recall" guidance (when appropriate vs. when problematic)
5. Documents to have ready (I'll decide which to show client)
6. Red flag answers to avoid

Format: Witness prep memo I can share with client after attorney review

4. Client Communication

Client Update Letters

Prompt: Write a client update letter for this litigation matter.

Client: Individual plaintiff (not sophisticated legally)
Matter: Personal injury case (slip and fall)
Update: We just received defendant's motion for summary judgment; 
        we need to respond within 21 days

Key facts to communicate:
- Defendant argues our client was comparatively negligent
- We believe we can defeat the motion based on store's surveillance footage
- Motion is serious but we believe our position is strong
- We need client to review our facts and provide any additional documentation
- Timeline: 21 days to respond, then court will schedule hearing

Write a client letter that:
- Explains what a motion for summary judgment is (plain language)
- Explains defendant's argument (without being alarming)
- Explains our response strategy (without getting too technical)
- Tells client what we need from them (action items)
- Sets appropriate expectations (not guaranteeing outcome)
- Uses plain language, minimal jargon
- Tone: Reassuring but honest, not dismissive of the motion's seriousness

Length: 1 page

Engagement Letter

Prompt: Draft an engagement letter for this new client matter.

Attorney: Business litigation partner
New client: Small business owner
Matter: Commercial contract dispute, client is defendant
Fee arrangement: Hourly at $450/hour, $10,000 retainer
Estimated total fees: $25,000-80,000 depending on whether matter settles or goes to trial

Engagement letter should cover:
1. Scope of representation (describe matter specifically)
2. Fees and billing (hourly rate, billing frequency, what expenses are charged separately)
3. Retainer (amount, how applied, replenishment)
4. Client responsibilities (cooperate, respond timely, be honest)
5. File and communication policies
6. Confidentiality
7. Conflict of interest disclosure (this was a conflict check, we're clear)
8. Right to withdraw and termination
9. Dispute resolution

Tone: Professional but accessible — small business owner, not sophisticated client
Format: Business letter format with signature block for attorney and client

Note: This is a starting template — our state bar rules on engagement letters 
must be reviewed before sending any specific engagement letter.

5. Compliance and Regulatory Work

Policy Drafting

Prompt: Draft this company policy.

Policy: Employee Personal Device Use (BYOD) Policy
Company: 500-person technology company
Context: Currently no formal policy; employees use personal phones 
         for work email, Slack, and sometimes access company systems
Key concerns: 
- Data security on personal devices
- Privacy (employee personal data on monitored devices)
- Legal discovery and litigation hold compliance
- Remote access security

Draft a BYOD policy including:
1. Scope (who this applies to)
2. Registration requirements (what must be enrolled)
3. Security requirements (minimum configuration employees must maintain)
4. Company's right to access/wipe (and limits on that right)
5. Employee privacy expectations (what company can/can't see)
6. Acceptable use (work vs. personal use boundaries)
7. Litigation hold obligations (when legal hold attaches to personal device)
8. Termination procedures (what happens to company data on device)
9. Violations and consequences

Practical tone — this will be read by employees, not lawyers
Balance: Company's legitimate security needs vs. employee privacy

AI tools in legal practice deliver the most value as research accelerators and drafting assistance — they compress the time to produce first drafts and preliminary research that attorneys must then verify, refine, and apply with professional judgment. Attorney review and oversight is not optional; it is the essential professional responsibility obligation that AI cannot satisfy.