AI for legal work: what we say no to.

LADLE is a general AI assistant. Lawyers and law-adjacent professionals use it, and the "AI for legal work" question comes up often. The honest answer is that the line matters more than the tool — some legal tasks are great fits for an AI assistant; others are ones no responsible AI vendor should market for. This post is the specific list.

**What LADLE is actually useful for in legal-adjacent work:**

**Drafting first cuts of routine documents you already understand.** NDAs, cease-and-desist letters, contractor agreements — if you know what a good version looks like and you're drafting from familiar patterns, LADLE can produce a starting draft that saves you the mechanical work. You then edit for the specifics of the current situation.

**Explaining legal concepts in plain English to yourself.** If you're a founder trying to understand what an indemnification clause actually does, or a small-business owner reading a lease, LADLE gives clear explanations that are usually accurate at the "general concept" level. Not a substitute for a lawyer on your specific document — a supplement to your own reading.

**Summarizing long documents you need to skim.** A 40-page RFP you need to know the shape of before deciding whether to bid. A 200-page acquisition deck. LADLE summarizes reliably at this level. You still read the parts you need to read; the summary just tells you where.

**Comparing two versions of a contract.** Paste both, ask for a diff-style comparison with commentary on the changes. Useful when you're not the primary attorney but need to understand what's actually different in a redline.

**Drafting internal legal memos for non-lawyer stakeholders.** Explaining a legal concept to your team, drafting policy documents, writing acceptable-use language for a product. All fine.

**What LADLE (or any AI) should NOT do for legal work:**

**Give legal advice on your specific situation.** This is the big one. AI produces confident-sounding legal analysis on specific factual scenarios that lawyers will tell you is wrong 30-40% of the time. The consequences of getting a legal question wrong are asymmetric — bad advice can cost you a lot more than a lawyer's fee would have.

**Answer regulatory questions in regulated industries.** Healthcare, finance, insurance, education — the compliance regime is specific enough that generic AI answers are often just wrong for the jurisdiction/domain you're in. Even if the answer sounds authoritative.

**Cite legal cases or statutes.** LLMs still hallucinate case citations. If a legal reply cites a case, verify the citation exists (search Westlaw / a real legal database, not a general search). LADLE doesn't have a legal-database integration; anything it cites is from its training, which means it might be paraphrasing accurately, or it might have invented a plausible-looking case name.

**Represent legal analysis to a client, court, or regulator.** Whatever LADLE produces is a draft for you to edit and take responsibility for, not a document you file. Multiple lawyers have already been sanctioned in various jurisdictions for filing AI-generated briefs with hallucinated citations.

**Contract review as the primary review.** Use LADLE to catch obvious issues before your lawyer sees it (saves them time = saves you fees). Do NOT use it INSTEAD of your lawyer for anything material.

**Why we're careful to say this out loud:**

LADLE's marketing doesn't push the "AI for legal work" angle because we don't think it's a responsible pitch. The line between "helpful legal-adjacent tool" and "unauthorized practice of law" is fuzzier than most SaaS categories, and vendors who blur it push liability onto their customers.

**A concrete recommendation for LADLE-using lawyers and law-adjacent professionals:**

Use LADLE for the writing and organizational work you'd do anyway (drafts, explanations, summaries). Get your actual legal advice from actual lawyers, ideally ones who know your specific situation. LADLE at $20/month doesn't replace the $500/hour attorney, and pretending otherwise is where the trouble starts.

Rule of thumb: if the stakes of being wrong are more than the cost of a lawyer's opinion, get the lawyer.