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

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

Claude reads, drafts, and summarizes inside the files your team already produces. Four short examples plus one tool for every laptop. Full version at kari-note.pages.dev/short.

01 · Saturday 11 PM

A weekend call gets answered in the right language.

Today: voicemail or whoever's on after-hours. With AI: live pickup in the caller's language, basic facts captured, Monday slot texted back in 90 seconds. Sorted queue on intake's desk by 9 AM.

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

An associate's half day becomes thirty minutes of editing.

Today: associate rewrites generic templates so they sound like the firm. With AI trained on your firm's prior letters: a first draft in your voice. Associate edits 30 minutes. You review 15.

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

Today: bilingual paralegal has gone home, the reply waits. With AI: anyone on the team sees the original, a summary, and a draft reply in the client's language. Edit one phrase, send.

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.

Today: the same 80-page bundle gets read three times by three people. With AI: a five-bullet summary in 30 seconds. Team reads only the pages that 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.

Bonus · Claude on every laptop

Around $30 per seat per month.

A desktop assistant for every person on the team. Plain-language rewrites for clients, Monday email triage, voicemail summaries, cite-checking. Can roll out next week.

Bonus · 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. The right build is the piece of work where no off-the-shelf tool 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.

Full version with each story written out: kari-note.pages.dev/short
Denis · dslabakov@me.com