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00—Law Firms · Process Automation

AI process automation for law firms: intake, conflict checks, document workflows

Small and mid-sized law firms lose 4-8 hours per matter to intake friction — the unstructured back-and-forth before billable work starts. AI automation collapses that to under 30 minutes.

·—Why this matters

Law firms are operationally cluttered with high-skill humans doing structured work. Conflict checks, intake routing, document collection — these are workflows that look unique but follow predictable shapes. Automating them doesn't replace lawyers; it lets the lawyers spend more billable hours on actual practice.

01—Use cases we ship

What this looks like in practice.

  • Intake form processing

    Inbound intake forms (your site, referral platforms, email) get parsed, categorized by matter type, and routed to the right attorney or paralegal. Missing info gets a structured follow-up email — drafted, queued for attorney approval.

  • Conflict check automation

    Cross-references new client/matter against your historical matter database. Surfaces potential conflicts with confidence scores; attorney reviews flagged matches. Reduces the manual conflict-check step from 30 minutes to 5.

  • Document collection workflows

    Automated follow-up cycles for outstanding documents from clients. Drafts personalized requests in your firm's voice, schedules reminders, escalates to a human when the client isn't responding.

  • Matter-opening checklist runner

    When a matter is opened, the workflow runs the full onboarding checklist: engagement letter generation, conflict checks, calendar setup, billing matrix population, document folder creation. What used to take a paralegal 90 minutes runs in 15.

02—Implementation notes

How we build it.

  • →Stack: n8n for orchestration (often self-hosted for compliance), Anthropic Claude for intake parsing and drafting, integration with Clio, MyCase, PracticePanther, or your practice management system
  • →Default to human-in-the-loop on anything the client sees — drafted communications go to attorney/paralegal approval before send
  • →Conflict-check automation pairs an LLM with deterministic string matching; the LLM handles fuzzy name matching and entity disambiguation, the deterministic check guards against missed matches
  • →Timeline: 3-6 weeks for a focused intake + conflict-check workflow; 6-10 weeks for full matter-opening automation across practice areas
03—ROI signals

What success looks like.

  • 5×faster intake-to-matter-open time
  • 12 hrsweekly paralegal time reclaimed per attorney
  • 85%intake forms processed without human touch
  • 30 daystypical payback on a Medium engagement
04—FAQ
How does the AI handle attorney-client privilege?
We default to inference providers with zero data retention and BAA where applicable (Anthropic Enterprise, OpenAI Enterprise, AWS Bedrock). For maximum control, we can deploy self-hosted models for the parts of the workflow that touch privileged content, with on-premise data flow. The orchestration tool (typically self-hosted n8n) keeps all matter data inside your infrastructure.
Can the AI generate engagement letters and other client-facing documents?
Yes, with strict templating and attorney review. The workflow generates a draft from your firm's existing templates, applies the matter-specific details, and queues it for attorney approval. The attorney signs off (or edits and signs off); no client-facing document leaves the firm without human review. This is non-negotiable for any document carrying legal effect.
What about state bar advertising and AI disclosure rules?
Rules vary by jurisdiction and are evolving fast in 2026. The standard practice we recommend: any client-facing communication that was AI-drafted but human-reviewed is treated as the attorney's work product (since the attorney approved it). For pure AI-handled communications without human review, follow the disclosure rules in your jurisdiction. We design workflows so that the disclosure-required path is the easy path.
Will this work for a solo practitioner or only larger firms?
Both, but the ROI shape differs. Solo practitioners get the most value from intake and document-collection automation — the work they're currently doing alone. Mid-sized firms (5-50 attorneys) get additional value from conflict-check automation and matter-opening workflows because the volume justifies the build. Below 5 attorneys, a Small engagement focused on one workflow is the right starting point.
·—Related
06—The discovery offer

Send us your most expensive operation.
We'll have an audit on your desk in five days.

One PDF. No deck. No obligation. We'll tell you whether AI is the right answer for it — and if it is, we'll quote the build the same week.

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