Where reasoning AI fits inside an agile PI firm.
Four ways a Claude-class agent sits inside the operations of an agile personal-injury firm in 2026, plus one tool for every laptop and one note on a custom build that used to take six months and now takes three weeks. Full version at kari-note.pages.dev.
The Bukharian family that just had a fender-bender on the Belt.
The 11 PM call lands on whoever's covering after-hours. Notes get retyped Monday. Other firms reply faster, in the caller's language.
Live pickup in Russian, Spanish, Georgian, or English. Structured intake, bilingual SMS confirmation in 90 seconds. Sorted, structured queue on intake's desk by 9 AM.
An associate's afternoon becomes a senior review of half an hour.
Generic legal-AI templates sound nothing like the firm. Associates rewrite eighty percent. Demands ship two or three weeks late.
Agent trained on the firm's prior demands drafts in your voice, NY-PI-specific. Associate edits 30 minutes, you review 15. Demand ships the week the file matures.
The 7 PM Russian text gets a fluent Russian reply by 7:05.
Multilingual response depends on who's at their desk. Bilingual paralegal goes home at 5; the Russian client waits.
Inbound message + English summary + draft reply in your voice in the client's language, on the case-handler's screen. Every person on the team can hold a fluent conversation in any of your three languages.
Pre-depo prep stops being read three times by three people.
Paralegal does an afternoon-long first pass on 80 pages. Associate reads all of it. You review notes. Bundle gets navigated three times.
Paralegal drops bundle into Claude. Five bullets in 30 seconds: injuries, timeline, gaps, what hurts the case. Meaningfully fewer person-hours per case.
Same AI, next to every person on your team.
Claude Team plan, around $30/seat/month annual. Shared workspace, role-based access, admin controls. Not a background workflow; an assistant any staff member interrupts whenever.
Uses: plain-Russian rewrites for clients, adjuster-email triage, voicemail summaries in any language, motion cite-checking, settlement-range sanity checks. Standalone. Roll out next week. Let actual usage shape the bigger builds.
Built around how your firm runs.
What used to be a six-month, six-figure project is a three-to-four-week build. Claude does the heavy coding. Firm owns the code and the data. An agile firm is the right size: pays back fast, no six-month rollout.
Three seeds: trilingual client portal · Friday-afternoon client status engine · NY-PI operations dashboard. Actual build is whichever piece of your work no off-the-shelf tool fits.