AI Client Intake & Conflict Check Automation for Law Firms

AI agents handle prospective client intake, run comprehensive conflict checks across the firm's matter and party history, and surface clearance decisions.

Your current team stays - this is about the roles you haven't posted yet.

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Target: clearance in hours, not days

Entity-resolution conflict search

Jurisdiction-aware ethical rules

Deploys inside the first 100 days

What You Need to Know

What Is intake conflict check in Law Firms?

Client intake and conflict check automation for law firms is an AI system that handles prospective client intake, runs comprehensive conflict searches across the firm's matter and party history, identifies potential conflicts with supporting data, and supports ethical screen and waiver workflows. It is built to compress the intake-to-engagement cycle from days to hours without compromising the attorney's ethical review.

Signs You Have This Problem

5 Ways Manual Processes Are Costing Your Law Firm

Conflict clearance takes 2-3 days - prospective clients call other firms in the meantime

Name-only conflict search misses entity variations and corporate affiliations

Multi-jurisdictional rules require remembering which standards apply to which matter

Conflicts surface months later via motion-to-disqualify - too late to do anything but withdraw

Intake coordinators spend hours per matter on assembly work that should be conversational

01The Problem

Law firm intake and conflict checking is the kind of workflow where speed and rigor pull against each other, and rigor usually loses to speed. A prospective client calls. The intake coordinator gathers basic information. The conflict coordinator runs searches across the firm's database. Potential matches require the responsible attorney to review records, evaluate the relationship, and make a clearance decision. The cycle takes days at firms that are doing it carefully, hours at firms that are rushing, and gets skipped entirely under deadline pressure at firms that are operating under stress. The specific pathologies are familiar. Conflict searches rely on exact-name matching and miss entity variations (Acme Holdings vs Acme Corp vs the same Acme's wholly-owned subsidiary). Opposing-party history isn't always captured cleanly, so prior adversity to a party or its affiliates doesn't always surface. Multi-jurisdictional firms have to remember which jurisdiction's ethical rules apply to which matter - easy to track in theory, easy to mistake under pressure. Conflicts that should have been caught surface months later when an opposing counsel files a motion to disqualify. Meanwhile, the prospective client experience is poor. Clients calling about urgent matters get told the firm needs 2-3 business days to clear conflicts. By the time clearance comes back, the client has called another firm and engaged them. Business development efforts produce qualified prospects who walk away because the operational onboarding is too slow.

02How We Solve It

Revenue Institute's Intake & Conflict Check Agent operates the full intake-to-clearance workflow. Prospective clients complete a conversational intake adapted to practice area - litigation, transactional, regulatory, family, criminal - and the agent assembles the structured matter file with party identification, opposing parties, matter description, and jurisdictional information. For conflict search, the agent runs comprehensive search across the firm's matter database with entity resolution that catches name variations, corporate affiliations, key principal relationships, and the indirect connections that simple name matching misses. Potential conflicts surface with supporting data - the matters, parties, and relationships behind each potential match - for attorney review. The agent applies the right ethical rules based on jurisdiction and practice area, drafts waiver language or screen documentation where appropriate, and routes for attorney review and execution. Conflict clearance happens in hours instead of days. The agent integrates with Clio, NetDocuments, iManage, Aderant, Elite/3E, ProLaw, PracticePanther, and most mid-market law practice platforms.

The Business Case

Expected ROI for Law Firms

The scoping target for intake and conflict automation is clearance in hours instead of days - the 2-3 day cycle that loses prospective clients to faster firms compresses to the same business day. Faster clearance means revenue starts earlier on engaged matters, and in time-sensitive practice areas (litigation, transactional, regulatory) the firm that clears conflicts first often wins the client. Conflict search rigor improves with entity resolution that catches the matches simple name search misses - corporate affiliates, name variations, key principal relationships. Every match the agent surfaces that manual review would have missed is a motion-to-disqualify that never gets filed. For a 50-500 attorney firm with active intake volume, the payback case is built on intake-coordinator time and prospective-client capture. The risk-avoidance value - never defending a disqualification that a missed conflict enabled - is the larger long-term return.

These figures are modeled expectations - based on how our deployments are architected, stated as assumptions rather than client results, not a published industry benchmark. We build the math on your numbers during the strategy call.

The default fix for this workflow is another hire - $85K-$120K a year loaded, 3-6 months to productivity, also stated as assumptions. A system runs the process work for a fraction of that, once. Your current team stays: your people do the judgment work, the system does the process work.

Built for Law Firms

Why Law Firms Choose Revenue Institute

MSPs sell uptime. Agencies sell deliverables. AI vendors sell hype. Consultants sell slides. We build the technology your business runs on, then we run it. Every engagement starts with your specific workflows, compliance requirements, and business objectives. No generic templates. No off-the-shelf tools forced into your process.

Native Stack Integration

Connects directly with Salesforce, HubSpot, NetSuite, and the tools your legal team already uses.

Compliance-by-Design

Every system is architected around your regulatory requirements - audit trails, access controls, and data residency included. It runs inside your existing platforms and permissions.

Live Inside the First 100 Days

Deployment follows The C.O.R.E. Method - your highest-ROI workflow ships first, and you see it running before the engagement ends.

Straight answer on proof

We don't have a published law firm case study yet, and we won't borrow one from another industry to look like we do. The named engagements on our case studies page show the same system architecture in production - and on a call we'll walk through exactly what we'd build for your firm.

See the named case studies

How Deployment Works

The C.O.R.E. Method - from kickoff to production inside the first 100 days.

Capture - Process Audit & Integration Mapping

Weeks 1-3

Orchestrate - Agent Design & Build

Weeks 4-10

Run - Pilot on Real Data, Then Go-Live

Weeks 11-14

Expand - New Workflows on the Same Foundation

Ongoing

Frequently Asked Questions

How does the agent handle prospective client intake?

Through a conversational intake adapted to practice area - litigation matters need different information than transactional engagements. The agent gathers party identification, opposing parties, matter description, jurisdictional information, and any other firm-required intake data. The output is a structured matter file ready for conflict review, not a free-form questionnaire response.

What does the agent check for conflicts?

Comprehensive search across the firm's matter database, party records, opposing-party history, and any related entities - corporate parents, subsidiaries, affiliates, key principals. The agent uses entity resolution to catch matches that simple name search misses (Acme Holdings vs Acme Corp vs Acme Industries) and flags potential conflicts with the underlying records for attorney review.

Does it actually decide conflicts, or just surface them?

It surfaces them with structured analysis. Conflict decisions involve legal and ethical judgment that remain with the attorney - the conflicts partner or the responsible attorney for the matter. The agent eliminates the manual search work that previously consumed hours and surfaces the conflicts that warrant attention with full supporting data attached.

How does it integrate with our practice management system?

We integrate with Clio, NetDocuments, iManage, Aderant, Elite/3E, ProLaw, PracticePanther, and most mid-market law practice platforms. The agent reads matter and party data from your existing system rather than requiring duplicate entry, and writes new matter files back to the same system after intake completes.

Can it handle conflict waivers and ethical screens?

Yes. When potential conflicts surface that may be waivable or addressable through ethical screens, the agent identifies the relevant ethical rules (Model Rule 1.7, 1.9, 1.10, jurisdictional variations), drafts the waiver language or screen documentation appropriate to the situation, and routes to the responsible attorney for review and execution.

What about the differences in conflict rules across jurisdictions and practice areas?

The agent maintains current ethical rules across the jurisdictions where your firm practices and applies the right standard to each matter based on the jurisdiction and practice area. Multi-jurisdictional firms benefit most - the agent eliminates the burden of remembering which jurisdiction's rules apply to which matter.

How long does deployment take?

Deployment follows the C.O.R.E. Method inside the first 100 days. Capture (Weeks 1-3) covers practice management integration and conflicts database normalization. Orchestrate (Weeks 4-10) trains the agent on your firm's intake patterns and conflict-resolution history. Run (Weeks 11-14) pilots with one practice area and validates conflict clearance against attorney review before go-live. Expand (ongoing) extends across the rest of the firm as adoption builds.

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Ready to deploy AI for your law firm?

Stop staffing this workflow. Start owning the system that runs it - your people do the judgment work, the system does the process work.

In a 30-minute call, our AI architects will identify your top 3 automation opportunities and give you a concrete deployment timeline - no slides, no pitch deck.

Book a Strategy Call Start the free AI Opportunity Assessment

30-minute call, no commitment

First system live inside the first 100 days

Runs inside your existing systems and permissions

Straight talk: we're not the right fit if you're under $10M in revenue - the math above won't pencil out yet. We'd rather tell you now than take the deposit.