AI Conflict Checks: Supplement, Not Replace

Conflict of interest screening is one of the most critical — and most tedious — processes in legal practice. A missed conflict can lead to disqualification, malpractice liability, and disciplinary action. Yet many firms still rely on manual name searches and institutional memory.

AI-assisted conflict screening offers a significant improvement in thoroughness and speed. But it's essential to understand what AI can and cannot do in this context.

What AI Conflict Screening Does Well

Comprehensive Name Matching: AI can search across every client, contact, matter, and opposing party in your firm's database in seconds. It catches partial matches, name variations, and entity relationships that manual searches often miss.

Scale: A firm with 10,000+ historical matters would need hours of manual searching for a thorough conflict check. AI does it in seconds while being more thorough.

Consistency: AI applies the same search criteria every time. It doesn't get tired, skip records, or rely on memory. Every check follows the same rigorous protocol.

Confidence Scoring: CounselAI's Conflict Agent assigns confidence scores to each potential match, helping attorneys prioritize which results need closer examination.

What AI Cannot Do

Make Legal Determinations: An AI can tell you that "John Smith" appears in your client database with an 80% name match. It cannot determine whether that match constitutes a disqualifying conflict under the applicable rules of professional conduct.

Understand Relationships: Conflicts often involve complex relationship dynamics — corporate affiliates, family connections, business partnerships — that require human judgment to assess. AI provides data; attorneys provide analysis.

Apply Ethical Judgment: Whether a conflict is waivable, whether informed consent is appropriate, and what screening measures are needed are all legal judgments that require an attorney's expertise.

CounselAI's Approach

Our Conflict Agent is designed as a pre-check support tool, not a conflict determination engine. Here's the workflow:

• **Input**: The user provides party names, matter details, and any relevant context.
• **Search**: The agent searches all firm records — clients, contacts, opposing parties, and related entities.
• **Report**: The agent generates a structured pre-check memo listing all potential matches with confidence scores.
• **Human Review**: An authorized attorney reviews the pre-check report and makes the actual conflict determination.
• **Documentation**: The entire process is logged for compliance and audit purposes.

The agent's output explicitly states: "This is a conflict pre-check support memo — NOT a legal conflict determination. Attorney review required."

Best Practices for AI-Assisted Conflict Screening

• **Never skip the human review step** — even when the AI reports "no matches found." The AI only searches records it has access to. There may be conflicts that exist outside the database.

2. Keep your records current — AI conflict screening is only as good as the data it searches. Ensure all clients, contacts, and opposing parties are entered into the system promptly.

3. Document the process — Maintain records of every conflict check, including who ran it, what was searched, what was found, and what determination was made.

4. Use AI as an additional layer — Don't replace your existing conflict procedures. Add AI screening as an additional, more thorough layer on top of your current process.

CounselAI provides conflict pre-check support only. All conflict determinations must be made by a licensed attorney.