AI systems for modern law firms.

Operational AI infrastructure for intake, case management, document workflows, and client communication — built around how your firm actually runs.

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You are losing time and revenue in predictable places

We have audited more than forty firms — solo, mid-market, and AmLaw 200. The specifics change. The friction points do not.

01

After-hours intake is bleeding out the front door

Calls and web forms hit between 5pm Friday and 9am Monday. Most firms route them to voicemail or a generic answering service that captures a name, a number, and almost nothing useful. By Monday morning, the contingency-fee opportunity has already signed with the firm that called back at 6:14pm.

Operational signal Estimated leak · 28–42% of inbound matters
02

Paralegals are running on data entry, not casework

Intake forms get retyped into Clio. Insurance details get retyped into the matter. Medical providers get retyped into the records-request template. The same three fields move across six systems by hand. Senior paralegals spend the back half of their day on work a first-year could do — and often does.

Operational signal Recurring admin · 3–5 hrs / paralegal / day
03

Medical records sit in inboxes for weeks

Records are requested, faxed back, dropped into a shared drive, then forgotten until someone notices a deadline. There is no system tracking which provider has returned what, which signature is missing, or which request needs a third follow-up. The case waits while the inbox grows.

Operational signal Average cycle · 38 days to complete records
04

Calendaring is a single point of failure

Deadlines live in one person's head and one Outlook calendar. Filings, response windows, and statutes get tracked in the same colored block as a partner's tee time. One vacation, one resignation, one missed sync — and the firm is exposed.

Operational signal Malpractice risk · concentrated, unmonitored
05

Client updates are the most-skipped task in the firm

Clients call to ask "what is happening with my case." Staff explains the same status three times a week. Attorneys put off the update email because it is the fourth-priority task on a sixteen-priority day. The relationship erodes quietly until a 1-star review arrives.

Operational signal Top driver · client complaints, refund demands
06

Institutional knowledge walks out the door

The senior associate who knew the judge's preferences, the working motion templates, the right deposition outline — they took a job in-house. Nothing was written down. The firm rebuilds the same playbook every three years.

Operational signal Untracked attrition cost · partner-equivalent hours

The operational lifecycle of a law firm

Before we talk about AI, we map the machine. Every firm we work with starts here — the four operational surfaces every matter touches, and the work that happens on each.

Stage 01

Intake

From first touch to signed retainer. Most firms leak revenue here.

  • Lead capture Web, phone, referrals, after-hours
  • Qualification Statute, jurisdiction, viability
  • Conflict checks Across CMS + prior matters
  • Retainer workflows E-sign, fee agreement, scope
  • CMS handoff Matter creation, custodian assignment
Stage 02

Case operations

The middle of the funnel — where work actually happens, slowly.

  • Document handling Intake forms, pleadings, exhibits
  • Medical records Requests, follow-ups, summaries
  • Deadline tracking Statutes, filings, response windows
  • Discovery workflows Requests, productions, privilege logs
  • Task generation From matter events into the work queue
Stage 03

Communication

The work the firm does to stay in sync with itself and with clients.

  • Client status updates Recurring, milestone-triggered
  • Attorney coordination Internal handoffs, second-chair notes
  • Follow-ups Records, opposing counsel, experts
  • Reminders Depositions, meds appts, mediations
  • Inbox triage Routing inbound to the right matter
Stage 04

Knowledge & search

The firm's memory. Usually trapped in one senior attorney's head.

  • Case retrieval Find prior matter, pleadings, outcomes
  • Precedent lookup Across firm, jurisdiction, judge
  • Internal SOPs How this firm runs a 1099 vs a W-2 case
  • Template surfacing The right motion, the right caption
  • Matter context recall Bring an attorney up to speed in minutes

AI is infrastructure, not a replacement for your attorneys

We do not believe in an "AI lawyer." We believe in an AI operations layer that takes the predictable, repetitive, system-to-system work off your team so your attorneys can spend their time on the work that earns the fee.

AI handles

The predictable, the repetitive, the system-to-system.

  • Repetitive intake steps
    Form parsing, data normalization, CMS entry
  • Document classification
    Sort, tag, route, and version-track
  • Task generation
    Convert matter events into work-queue items
  • Routing & assignment
    Right matter, right attorney, right time
  • Reminders & follow-ups
    Records, depositions, opposing counsel
  • Information retrieval
    Across CMS, drive, email, prior matters
  • Workflow orchestration
    Stitching steps across Clio, Outlook, e-sign
Humans handle

The judgment, the relationship, the courtroom.

  • Legal strategy
    Theory of the case, motion choice, posture
  • Negotiation
    Demands, mediations, settlement architecture
  • Judgment
    Privilege calls, ethical gray areas
  • Approvals
    Sign-off on filings, releases, retainers
  • Client relationships
    Trust, comfort, hard conversations
  • Courtroom advocacy
    Argument, cross, closing — the human craft
  • Anything irreversible
    Filings, settlements, dismissals
Anything irreversible passes through a human.

Filings, settlements, fee agreements, demand letters, dismissals. The AI drafts, organizes, and surfaces — your attorneys decide and sign.

What we actually build

Six systems we have deployed in production at law firms. None of them are chatbots. All of them are operational infrastructure that connects the tools you already use.

AI Intake Qualification

01 · Intake

After-hours web leads are qualified, summarized, routed, and logged into the CMS before staff arrives in the morning.

Capture Extract Conflict check Qualify Route CMS sync
Avg. routing time < 30 sec
After-hours coverage 24 / 7 / 365
Human checkpoint Attorney accept
Touches: Webform · Twilio · Clio · Outlook

Litigation Timeline Automation

02 · Case ops

Court deadlines, filings, response windows, and document requests are tracked from matter creation and surfaced before they become a problem.

Matter events Rule engine Deadline graph Reminder logic Calendar sync
Coverage State + federal rules
Lead time 14 / 7 / 1 day reminders
Owner Attorney + paralegal
Touches: CMS · Outlook · Clio Court Rules

Medical Records Pipeline

03 · Case ops

Records are requested, tracked across providers, chased on a schedule, and summarized as they come in. No more inbox archaeology.

Provider list Request packet Follow-up cadence Receive Summarize File to matter
Cycle time 38 → 14 days (typical)
Follow-up cadence Auto · day 7 / 14 / 21
Human checkpoint Medical summary review
Touches: Fax / HIE · Drive · CMS · PDF tools

Client Status Engine

04 · Communication

Clients get proactive, milestone-driven updates in plain English. Attorneys approve in a single click instead of writing emails from scratch.

Matter event Draft update Attorney review Send Log to file
Cadence Milestone + every 21 days
Approval time < 60 sec / client
Channel Email, SMS, portal
Touches: CMS · Email · Dialpad · Client portal

Firm Knowledge Assistant

05 · Knowledge

Attorneys retrieve case procedures, internal SOPs, template motions, and prior matter context in seconds — across the firm's full corpus.

Index Retrieve Cite Compose
Index scope Drive · CMS · prior matters
Citation policy Always cite source doc
Access control Per-matter ACLs respected
Touches: Drive · CMS · Vector DB · Auth provider

Discovery Workflow Orchestration

06 · Discovery

Requests, productions, and privilege logs move on a tracked rail. Nothing is "in someone's pile" — every artifact has a state.

Request issued Custodian map Collection Review Privilege log Production
States tracked 14 per artifact
Privilege log Drafted + attorney-reviewed
Audit trail Every action timestamped
Touches: CMS · eDiscovery · Drive · Vector DB

One matter, end to end

This is what the first ten minutes of a new matter looks like once the operational layer is in place. No staff awake, no morning catch-up, no lost lead. The work just runs.

Friday 8:14 PM +10 min · matter open
Lane 01 Main flow
A.01 · +0s
Lead arrives
After-hours web form · MVA
System
A.02 · +3s
Extract facts
Injury type, dates, county, contact
AI
A.03 · +5s
Conflict check
Against CMS + prior matters
AI
A.04 · +7s
Qualify
Statute window, jurisdiction, viability
AI
A.05 · +9s
Route to attorney
Round-robin · subject expertise
AI
A.06 · +9m
Attorney accepts
Single-click from mobile
Human
A.07 · +10m
Retainer sent
Pre-filled fee agreement · e-sign
AI
A.08 · +10m
CMS sync
Matter created · custodian assigned
System
Lane 02 Parallel
+9s AI SMS to lead: "We received your inquiry…" fire-and-track
+10m AI Follow-up sequence: day 1 · day 3 · day 7 fire-and-track
+10m System Intake checklist generated for paralegal fire-and-track
< 30s
From form to qualified lead
0
Staff hours required
9.4×
Faster than 1-business-day SLA
1
Place the data lives (CMS)

Diagram is illustrative. Production traces include retries, fallbacks, and human-checkpoint pauses not shown here.

Fits into the stack you already run

We do not ask firms to migrate. We build the operational layer on top of the systems you have already invested in — your CMS stays the system of record, your comms stay where staff already work, and the AI lives in the seams between them.

Case management
  • Clio
  • MyCase
  • PracticePanther
  • Filevine
  • Smokeball
  • Litify
Communications
  • Outlook
  • Google Workspace
  • Dialpad
  • RingCentral
  • Twilio
  • Zoom
Documents & storage
  • Google Drive
  • OneDrive
  • SharePoint
  • NetDocuments
  • iManage
  • Dropbox
Workflow & data
  • HubSpot
  • Airtable
  • Slack
  • n8n
  • Zapier
  • Vector DB
Read where the data lives

We do not import or re-platform. Your CMS is the source of truth.

Write back with audit trails

Every AI write is timestamped, attributable, and reversible.

Custom systems welcome

Internal portals, legacy databases, in-house tools — we integrate.

How we think about AI inside a law firm

01

AI is operational infrastructure.

Not a feature, not a chatbot, not a magic button on a marketing page. The work it does is the same work your staff has always done — moved into a system where it runs reliably.

02

Accuracy is the floor.

If a system is not measurably more accurate than your current process, we do not ship it. We measure before, after, and continuously — and we say so when something is off.

03

Operational fit beats novelty.

The best AI system is the one that disappears into your firm's actual workflow. If staff have to change how they work to use it, it is the wrong system.

04

Humans stay in the loop on judgment.

Strategy, negotiation, advocacy, and anything irreversible go through an attorney. The AI is the paralegal that never sleeps, not the partner.

Legal · Featured Deployment

Automating the Full Litigation Lifecycle for Defense Attorneys

How a Florida personal injury defense firm replaced its legal case management software with an AI operating layer — reducing legal assistants from 6 to 1, saving $60K a month, and automating the full litigation lifecycle from intake through billing.

Read the case study

Ready to get started?

Book a consultation to discuss your AI strategy and see how we can help.

Get Started Now
How long does an engagement actually take?
A first system — typically intake or client status — is in production inside 4 to 8 weeks. We start with a workflow audit, ship a single high-leverage system end-to-end, and only then expand. We do not believe in 6-month roadmaps that never reach a production user.
What does this look like for the firm during build?
A weekly working session with a partner or operations lead, async access to a paralegal for workflow questions, and read-only credentials into the systems we are integrating with. No platform to learn. No staff retraining required until the system is live.
How is client and matter data protected?
Data stays inside your existing systems. We do not store firm data in our infrastructure. Models we use are configured to not retain prompts, and access is scoped per matter, respecting the ACLs already in your CMS and drive.
What happens when the AI is wrong?
Every system has a human checkpoint at the irreversible step — sending the email, filing the document, signing the agreement. The AI surfaces and drafts; an attorney or paralegal accepts. Errors are logged, reviewed weekly, and fed back into the system.
Do we need to switch off our current CMS?
No. Your CMS — Clio, Filevine, MyCase, whatever — stays the system of record. We build on top of it. The operational layer is additive.
How is this priced?
Fixed-fee for the initial audit and the first system. Retainer for ongoing operations, optimization, and additional systems. We do not bill hourly for AI work — outcomes, not seat time.

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