A short note for Michelle Kariyeva, Esq. · From Denis

Four ways AI can help your team day-to-day.

Claude is the kind of AI you can use today. It reads, drafts, and summarizes inside the files your team already produces. Below are four simple examples plus one tool for every laptop. Two minutes.

01 · Saturday, 11 PM

A weekend call gets answered in the right language.

A Russian-speaking family just had a small accident. Today the call goes to voicemail or to whoever is on after-hours. With AI: it picks up in the caller's language, writes down the basic facts, and texts back a Monday slot in 90 seconds. Monday morning your intake team has a sorted queue, no notes to retype.

Cost and return. About $1,500 to $3,000 per intake seat, one-time. One captured weekend caller a year is a five-figure first-year fee that covers the seat several times over.

02 · Demand letters

Half a day of drafting becomes thirty minutes of editing.

A demand letter takes an associate half a day. Most of it is rewriting generic templates so they sound like your firm. With AI trained on your firm's prior letters: a first draft in your voice. Associate edits 30 minutes. You review 15. Demand ships the same week the file matures.

Cost and return. About $1,500 to $3,000 per associate seat, one-time. Two to three hours saved per letter at associate billable rates pays the seat back inside the first quarter.

03 · Multilingual replies

The Russian text at 7 PM gets a fluent Russian reply by 7:05.

Today the bilingual paralegal has gone home, so the reply waits or comes back in slow English. With AI: anyone on the team sees the original message, an English summary, and a draft reply in your firm's voice in the client's language. Edit one phrase, send. Same for Spanish and Georgian.

Cost and return. About $1,500 to $3,000 per customer-facing seat, one-time. Direct savings are paralegal translation hours; the larger return is reputation in the Russian, Spanish, and Bukharian communities, compounding over years.

04 · Medical records

Eighty pages, summarized in thirty seconds.

An 80-page records bundle gets read three times: once by the paralegal, once by the associate, once when you review the notes. With AI: a five-bullet summary in 30 seconds. The team reads only the pages that actually matter.

Cost and return. About $1,500 to $3,000 per paralegal or associate seat, one-time. Four to six hours saved per case; at typical PI caseload, the seat pays itself back inside the first quarter.

05 · A tool for every laptop

Claude Team plan, around $30 per seat per month.

Each person on your team has a desktop assistant they can interrupt anytime. Useful for: rewriting a legal paragraph in plain language for a client, sorting Monday morning emails, summarizing a voicemail in any language, checking citations before they hit a senior. Could roll out next week.

06 · Custom software, weeks not months

Built around your firm, owned by your firm.

What used to be a six-month, six-figure project is now a three-week build. Claude does the heavy coding next to me. The right build is the piece of your work where no off-the-shelf tool quite fits.

Cost and return. About $25,000 to $50,000 fixed-price per build, three to four weeks, used across all relevant seats. The build pays back through client retention, returned associate time, or malpractice risk avoided, depending on which piece.

07 · If something resonates

If something here resonates, or it doesn't, or you've already got it covered, I'd love to hear it.

Let's sit down and walk through the details.

Half an hour, whenever it's easy for you.