OTTO'S NOTEBOOK

Fractional AI partner for law firms

AI Opportunity Map for PI Firms

Five recurring workflows where AI can help a personal injury firm, what it can and cannot safely do in each, and where people stay in control.

Most firms do not need a large AI program to start. They need to find the recurring work that costs staff the most time and improve it safely, one step at a time. This map shows where we usually look first. All examples are illustrative.

Book a 20-minute workflow review

Five workflow opportunities

01

Client intake

Where time goes: Calls and web inquiries are captured in different ways, and follow-up depends on who answered.

What AI can safely do

Structure intake notes into a standard form, flag missing facts such as incident date, insurer or treating providers, and draft follow-up messages and next-step checklists for staff.

What AI should not do

Decide whether to accept a case, assess liability or value, or give a prospective client legal advice.

Human review checkpoint

A designated staff member or attorney reviews every intake summary before any case decision or client-facing reply.

02

Medical records organization and summaries

Where time goes: Records arrive from many providers in mixed formats, and staff build chronologies by hand.

What AI can safely do

Sort and label records by provider and date, draft source-linked treatment chronologies and medical-expense lists, and flag gaps such as a referenced visit with no record.

What AI should not do

Interpret causation, offer medical opinions, or produce final figures that have not been checked against the source pages.

Human review checkpoint

Staff verify each entry against the cited page. An attorney reviews before anything is used in a demand or filing.

03

Case-file search

Where time goes: Finding a prior letter, a policy limit or a key fact means opening folder after folder.

What AI can safely do

Answer plain-language questions across an approved case file and point to the source documents behind each answer.

What AI should not do

Replace the file as the source of truth, reach outside approved systems, or override existing access permissions.

Human review checkpoint

Every answer cites its source, and the user opens and confirms it before relying on it.

04

Correspondence and status updates

Where time goes: Routine client updates, records requests and provider follow-ups take hours each week.

What AI can safely do

Draft routine status updates, records requests and follow-ups from firm-approved templates and case facts.

What AI should not do

Send anything on its own, state a settlement position, or advise a client.

Human review checkpoint

A person reviews and sends every message. Anything beyond a routine update goes to the responsible attorney.

05

Staff handoffs and task workflows

Where time goes: When a matter changes hands, context lives in email threads and memory.

What AI can safely do

Summarize where a matter stands for a handoff, turn meeting notes into task lists, and draft reminders for dates already on the calendar.

What AI should not do

Own deadlines, calculate critical dates, or replace the firm's docketing and calendaring process.

Human review checkpoint

The responsible staff member confirms each task and owner. Critical dates stay in the firm's docketing system.

An example 30-day engagement cadence

Week 1 | Discover

Review current tools, document practices and where staff time goes. Note data sensitivity.

Weeks 2 and 3 | Assess

Map candidate uses across the five workflows and flag quick wins.

Week 4 | Prioritize

Rank ideas by value, difficulty, data sensitivity and dependencies in a living roadmap.

By day 30 | First improvement

Start one contained improvement, or scope a larger build as a fixed-price SOW.

Safeguards in every engagement

Approved tools only.

Documented confidentiality and access controls.

No identifiable client data until the handling path is approved.

The firm keeps attorney review and legal judgment.

Book a 20-minute workflow review

Twenty minutes, no preparation needed. We will find the one workflow worth improving first.

Book a 20-minute workflow review

matthew.wolski@ottosnotebook.com

Otto's Notebook is not a law firm and does not provide legal services. Examples are illustrative and do not describe any client or matter.