The Practical AI Playbook

Use AI like a sharp associate,
not a magic oracle.

You advise clients, run a firm, and sit on boards. All three jobs are mostly reading, drafting, and deciding. AI is genuinely good at the first two — and dangerous at the third. Here's how to tell the difference.

See the playbook ↓

Plain English. No jargon. Built for people whose time is billed.

Legal consultant
Firm owner
Nonprofit board member

What to hand it, in each of your three roles

Not theory. The specific work you can move off your desk this week.

Consultant

Advisory work

  • First-pass contract review — every obligation, deadline, and one-sided term, in a table you scan instead of 60 pages you read.
  • Redline comparison — what substantively changed, and who each change favors.
  • Client translation — your analysis as a one-pager an executive will actually finish.
  • Stress-test — "argue the other side as hard as you can." It finds real gaps, cheaply.
Firm owner

Running the business

  • Intake and triage — questionnaires, conflict checklists, the "what happens next" email.
  • Written playbooks — how you actually handle a matter type, turned into an SOP a new hire can follow.
  • Billing narratives — terse entries into clear, defensible descriptions. Fewer write-offs.
  • Marketing with substance — one scrubbed matter becomes an article and a month of posts.
Board member

Nonprofit governance

  • Board packet digest — 80 pages the night before becomes two pages plus six questions to ask.
  • Financial read — paste the 990 or budget-vs-actual: what changed, what's unusual, what an auditor flags.
  • Governance docs — bylaws checked against actual practice; policy drafts for counsel review.
  • Fundraising — grant narratives and case-for-support language, the work that always slips.

The whole skill, in one comparison

Most disappointing AI results are a one-line-prompt problem, not a capability problem. Same document, same model, thirty seconds more effort.

What most people type
Review this contract.
What gets a usable answer
You're a commercial contracts attorney representing the buyer — a 40-person nonprofit with limited cash reserves. Review the attached agreement and find every provision creating financial exposure, an unbounded obligation, or unusual termination risk. What we care about: exit on 30 days' notice, and no uncapped indemnity. Return a table: section, plain-English summary, why it's a problem, suggested language. Then the three items to push hardest on. Flag anything ambiguous rather than guessing.
Role — who it should be
Task — one clear job
Context — the document and what you care about
Format — how you want it back

Where the real risk lives

Not hypothetical. Lawyers have been sanctioned for filing citations the model invented — and it keeps happening.

Non-negotiables

  • Use a business or enterprise tier that contractually commits not to train on your inputs — and read that commitment yourself.
  • Verify every citation, statute, and case name in the actual source. No exceptions.
  • Write a one-page firm AI policy: approved tools, what may be entered, what must be verified.
  • Check your state bar's guidance — the ABA issued formal guidance on generative AI in 2024.

Hard stops

  • Client-identifying material in a free consumer tool whose terms you haven't read.
  • Filing or sending anything with a citation you didn't personally confirm.
  • Letting it decide. It drafts and analyzes; you advise and vote.
  • Assuming it knows current law. Models have a cutoff, and it's usually behind.

The one-line test: before you paste anything — would you be comfortable if this exact text showed up in a discovery request against you? If not, strip the identifying details. The analysis is nearly always just as good.

Thirty minutes a day, for thirty days

The goal isn't to learn AI. It's to end the month with real work permanently off your plate.

Week 1

Test it on work you know cold

A contract you've already reviewed. A packet you've already read. You're calibrating trust, not saving time yet.

Week 2

Write your four-part prompts

Your three most repeated tasks, written out properly once and saved. You'll reuse them hundreds of times.

Week 3

Put the rules on paper

One page for the firm — and share it with your boards. Most nonprofits have no policy at all and will thank you.

Week 4

Convert one whole workflow

Intake summaries, board briefs, billing narratives — pick one, make AI the permanent first step, you the reviewer.

Start with the next thing on your desk.

Take the board packet or contract that lands tomorrow. Run it through a proper four-part request. Compare what comes back against your own read. That one comparison teaches you more than any course.

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