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.

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2-3 days

to 2-8 hour clearance

Entity-resolution conflict search

Jurisdiction-aware ethical rules

Live in 8-12 weeks

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 compresses 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 Firms 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 Firms

Law firms deploying intake and conflict automation typically reduce intake-to-clearance cycle from 2-3 days to 2-8 hours, eliminating the prospective client loss to faster firms and accelerating revenue start on engaged matters. For firms in time-sensitive practice areas (litigation, transactional, regulatory), the speed advantage often produces measurable new-client capture improvement. Conflict search rigor improves with entity resolution that catches matches simple name search misses. Most firms find that 5-15% of conflicts the agent surfaces would have been missed in manual review-elimination of the disqualification risk that surfaces months after engagement. For a 25-500 attorney firm with active intake volume, intake and conflict automation typically pays for itself in 6-10 months from intake-coordinator productivity and prospective-client capture alone. The risk-avoidance value-defending against motion-to-disqualify scenarios that conflict gaps would otherwise enable is consistently the larger long-term return.

Built for Law Firms

Why Law Firms Firms Choose Revenue Institute

We don't sell AI software-we build production-grade AI systems that run inside your existing technology stack. 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 law firms team already uses.

Compliance-by-Design

Every system is architected around your regulatory requirements-audit trails, access controls, and data residency included.

Live in 10-14 Weeks

Rapid deployment focused on highest-ROI workflow first. You see measurable results before the full engagement closes.

How Deployment Works

From kickoff to production-what to expect at every phase.

Process Audit & Integration Mapping
Agent Design & Configuration
Pilot Testing with Real Data
Go-Live & Staff Enablement

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?

Most firms go live in 8-10 weeks. Weeks 1-3 cover practice management integration and conflicts database normalization. Weeks 4-7 train the agent on your firm's intake patterns and conflict-resolution history. Go-live in week 8-10 starts with one practice area and expands across the firm over the following month.

Ready to deploy AI for your Law Firms firm?

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.

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30-minute call, no commitment
Deployed in 10-14 weeks
ROI realized within 60-90 days