The junior associate reads the agreement, identifies the standard risk provisions, flags the non-standard ones, and produces a memo. This takes 3 hours. You pay $1,500–$1,950. Claude reads the same agreement in 4 minutes. Identifies every risk provision. Flags every non-standard clause. Explains each in plain language. Suggests negotiation positions. Costs: approximately $0.04. In many cases, the AI analysis is more thorough — because AI doesn't miss clauses due to fatigue or rush, doesn't skip sections because they look standard, and doesn't bill for the time it takes to look things up.

This is the Fog Machine running in the legal profession — and the AI off-switch is already built.

What Legal Functions AI Handles at High Quality

Standard Contract Review: NDAs, vendor agreements, service agreements, consulting agreements, licensing agreements, employment contracts, independent contractor agreements — all standard commercial contracts follow predictable structures. AI reads them accurately and completely. Ask: "Summarize the key obligations I'm taking on under this agreement," "What are the exit provisions and under what conditions do they apply?" "Flag any indemnification clauses and explain the scope," "What intellectual property rights am I assigning?" "What are the limitations of liability and how do they compare to market standard?" "Are there any automatic renewal clauses?" Claude Opus, GPT-4o, or legal-specific AI tools (Harvey, Spellbook) produce accurate, complete answers to all of these questions from any uploaded document.

Policy Drafting: Employee handbooks, HR policies, remote work policies, IT security policies, data retention policies, confidentiality policies — all follow standard frameworks that AI executes with high accuracy. The AI draft typically matches or exceeds the quality of what a junior attorney would produce, because the policy frameworks are well-documented and AI doesn't introduce idiosyncratic stylistic choices that make policies harder to follow. Process: describe your company size, jurisdiction, and specific policy need. Ask AI to draft. Have local counsel review specific jurisdictional questions (30 minutes of attorney time, not 5 hours).

Legal Research: Identifying applicable statutes, regulations, and case law for standard legal questions is AI-executable. Perplexity Pro and Claude handle legal research questions with source citations. When to use: understanding your contractual rights before a dispute, researching regulatory requirements for a new business activity, identifying which compliance requirements apply to a given situation. When not to use: actual legal strategy in contested situations, novel legal questions without clear precedent.

Compliance Documentation: Terms of service, privacy policies, cookie policies, GDPR compliance documentation, CCPA notices, accessibility statements — all standard compliance documents follow regulatory templates that AI executes accurately. Have any compliance documentation reviewed by counsel in your jurisdiction before publishing — 30–60 minutes of attorney time. You're paying for the review, not the production.

What Legal Functions Still Require a Human Attorney

Actual Litigation Strategy: If you are in or approaching contested litigation, you need counsel. Not because AI can't analyze case law — it can. Because litigation strategy involves relationship knowledge (how this judge rules, how this counterparty's counsel behaves, what the jury pool looks like in this jurisdiction) that is not available in text form.

Novel Legal Interpretation: Situations with no clear precedent — where the legal answer genuinely depends on how a court interprets a new fact pattern against existing law — require attorney judgment. AI can research the existing framework; the interpretation of how that framework applies is legal judgment.

High-Stakes Negotiation: Contract negotiation in high-stakes deals involves relationship management, read-the-room capability, and tactical judgment about when to hold and when to concede. These are human skills.

High-Stakes Drafting: AI produces excellent first drafts of standard agreements. When the agreement is non-standard — complex corporate transactions, novel IP arrangements, high-stakes acquisition documents — attorney expertise produces more reliable results. Use AI for the first draft; use counsel for the specific high-stakes provisions.

The question is never "zero risk." The question is "acceptable risk for the cost." AI contract review at current capability levels is appropriate for standard commercial agreements. For those documents, the risk profile of AI review is comparable to attorney review at the junior associate level — at a fraction of the cost. Use attorney review for the documents where the stakes justify it. Apply the same cost-benefit analysis you apply to everything else in your business.

The full AI legal stack: Claude Opus for standard contract review ($20/mo, replaces $2,000–$8,000 in routine review), GPT-4o for NDA production ($0, on-demand), Claude + Notion AI for policy drafting ($20/mo, replaces $500–$2,000/mo in policy work), Perplexity Pro for legal research ($20/mo, replaces $500–$3,000/mo in research), Claude for compliance docs ($0, templates built once). Total: $60/month plus occasional episodic counsel. Replaces: $2,000–$10,000/month in standard legal retainers.

What you retain counsel for: high-stakes transactions, active litigation, novel legal questions. These are episodic, not monthly retainers. Pay for counsel when you need counsel. Stop paying for counsel to review contracts that AI handles accurately.

How to Transition Your Legal Relationship

Step 1: Audit your current legal spend. List every matter your attorney handled in the last 6 months. Categorize each as execution (what AI now handles) or judgment (what requires attorney expertise).

Step 2: Migrate execution functions immediately. Set up Claude or your preferred AI tool for contract review. Test it on your next incoming contract before sending it to your attorney. Compare the outputs. You will find the AI analysis is thorough — and frequently more comprehensive than the attorney's mark-up of standard provisions.

Step 3: Restructure the attorney relationship. Instead of a monthly retainer, move to project-based or hourly engagement for specific judgment-layer matters. Be explicit: "I'm handling standard contract review internally now. I'll engage you for [specific situation types] on a project basis."

Step 4: Build your standard document library. Use AI to produce your standard NDAs, contractor agreements, MSAs, and service agreements. Have an attorney review and approve the templates once. Then use the templates going forward without per-document legal review.