AI-Readiness Practice Notes
AI-era practice notes
29 plain-language notes on the law of using AI at work — written the way you’d ask the question, every answer anchored to a verified primary source. This is legal research, not legal advice.
AI in hiring & screening
Using AI to screen, rank, or decide on people — and the discrimination, notice, and bias-audit rules that follow.
- Can AI make hiring decisions?When employers can use AI in hiring decisions under federal, state, and FCRA rules, including human review, vendor liability, and remote roles.
- AI hiring law compliance across NYC, Illinois, and ColoradoAI hiring law compliance across NYC, Illinois, Colorado, and California, including audits, notices, human review, vendors, and EEOC risk.
- Adverse-action procedures when AI drives the decisionFCRA and state adverse-action rules for AI hiring decisions, including notices, vendor CRA status, auto-reject screens, and explanations.
- Defensible bias audits for HR AI toolsWhen HR AI tools need bias audits under NYC law, Title VII, Colorado rules, and the EU AI Act, plus what vendor audits should prove.
- Disparate impact from AI-skill requirementsHow AI-skill requirements can create disparate impact risk in hiring and promotions under Title VII, the ADEA, and national-origin laws.
- Disparate impact from AI-driven performance reviewHow AI-driven performance review can create disparate impact, validation, human review, proxy discrimination, and pay-equity risks.
- State laws on employer AI monitoringState rules for employer AI monitoring, including California ADMT governance, New York notice laws, Delaware consent, and Illinois BIPA risk.
AI-driven layoffs & restructuring
Cutting roles because AI changed the work — WARN notice, redundancy proof, and the paper trail that defends the decision.
- WARN Act exposure in AI-driven workforce reductionsWARN Act issues in AI-driven workforce reductions, including remote-worker counting, mini-WARN laws, exceptions, acquisitions, and notice duties.
- AI-driven layoffs: without cause or redundancy in U.S. employment lawHow U.S. law treats AI-driven layoffs, including without-cause termination, redundancy, WARN Act notice, severance, and non-compete effects.
- Proving redundancy for AI-replaced roles across the EU, UK, Canada, and AustraliaHow employers prove AI-related redundancy across the EU, UK, Canada, and Australia, including consultation, redeployment, and selection risk.
- Contractor displacement on AI-efficiency groundsLegal risks when replacing contractors with AI, including notice duties, misclassification, WARN Act exposure, benefits claims, and tool control.
- Business rationale documentation for AI-driven layoffsHow to document the business rationale for AI-driven layoffs, including decisional units, selection records, privileged review, and public statements.
- Retention bonuses under competitor AI pressureHow to structure retention bonuses for AI talent pressure, including Section 409A timing, stay-or-pay limits, mobility law, M&A, and equity.
AI use policies & employee mandates
What an acceptable-use policy must cover, and the risks of requiring employees to use AI tools.
- What company AI acceptable use policies need to coverWhat company AI acceptable use policies should cover for hiring, monitoring, privileged work, notetakers, vendor terms, and employee use.
- When companies make AI use a condition of employmentWhen employers can make AI use a condition of employment, and how ADA accommodation, discrimination, state AI laws, and monitoring rules apply.
- Mandatory AI use and accommodation riskHow mandatory AI use affects essential job functions, ADA and Title VII accommodations, review processes, and workplace AI tool design.
AI vendors, data & privilege
Contracting with AI providers — data retention and residency, privilege, trade-secret leakage, indemnities, and lock-in.
- Cross-provider zero-data-retention commitmentsHow zero data retention works in AI provider contracts, what ZDR covers, and which gaps legal teams should check before using AI tools.
- Data residency options for AI-assisted legal reviewData residency issues for AI-assisted legal review, including EU, UK, Canada, and Australia transfer rules, vendor regions, and metadata logs.
- Prompt-logging exceptions by providerWhich AI providers offer prompt logging exceptions, what zero data retention changes, and what abuse-monitoring logs still remain.
- Privilege risk when legal teams use external AI vendorsPrivilege risks when legal teams use external AI vendors, including public tools, work product, enterprise terms, Kovel agents, and controls.
- Trade-secret leakage into public AI modelsHow public and enterprise AI use affects trade-secret protection, including vendor terms, policies, containment steps, and model memorization.
- Hallucination indemnification in AI vendor contractsHow AI vendor contracts handle hallucination losses, output indemnity, IP claims, exclusions, court sanctions, and risk allocation.
- Vendor lock-in risk in AI service agreementsLegal and technical AI vendor lock-in risks, including prompts, fine-tunes, embeddings, audit logs, residency terms, and portability rights.
- AI vendor evaluation as an executable skills fileKey AI vendor diligence questions for legal teams, including training data, output rights, privacy promises, contract terms, and risk tiers.
- Token economics for legal teamsHow legal teams should budget AI token usage, compare API and seat pricing, assess long-context costs, and account for privilege controls.
Changing outside counsel
Switching law firms cleanly — files, work product, fee disputes, and privilege across the handoff.
- Consequences of switching outside counselConsequences of switching outside counsel, including active matters, file return, privilege, AI-forward transitions, delays, and unpaid bills.
- Privilege across a counsel transitionHow to preserve privilege during a counsel transition, including file transfers, AI search, matter summaries, billing narratives, and disputes.
- Whether outside counsel can withhold files, work product, or exports over unpaid invoicesWhether outside counsel can withhold client files, work product, or SaaS exports for unpaid invoices, and how retaining liens vary by state.
- How attorney-fee dispute programs work when changing counselHow attorney-fee dispute programs work when changing counsel, including state fee arbitration, costs, malpractice limits, and engagement terms.