Skip to main content

QualifyAI Overview

Updated this week

What is QualifyAI?

QualifyAI is an AI-powered intake and lead evaluation tool built directly into Lawmatics. It helps firms automatically evaluate every new lead, prioritize high-value prospects, and take action faster using consistent, firm-defined rules.

QualifyAI provides transparent reasoning for every evaluation, and can trigger automations based on lead outcomes.

With QualifyAI, firms can:

  • Identify which leads to chase, refer out, or review further as soon as they arrive.

  • Apply the same evaluation criteria to every prospect, reducing human bias and inconsistency.

  • Automatically trigger follow-ups, assignments, and notifications based on lead quality.

Over time, QualifyAI becomes more accurate as firms provide feedback and refine criteria, helping teams focus on the right cases faster and more consistently.


How QualifyAI Works

At a high level, QualifyAI follows a simple lifecycle:

  1. You define your firm’s intake rules using a Lead Qualification Agent

  2. QualifyAI evaluates leads using those rules

  3. You review results and provide feedback when outcomes aren’t what you expect

  4. You have QualifyAI refine the evaluation criteria based on that feedback

  5. These valuation results appear across Lawmatics and can trigger automations

This approach allows firms to continuously improve lead evaluation accuracy while saving time on manual intake review without losing control over how leads are scored.


What Is a Lead Qualification Agent?

A Lead Qualification Agent is an AI that evaluates incoming leads based on your firm's own intake rules. Each agent represents the evaluation logic for a specific practice area.

Best practice:
Create one agent per major practice area so each area can use its own categories, criteria, and scoring logic.

Each agent includes:

  • Categories – How leads are classified, such as Chase Hard, Chase, Refer Out, Reject, or Inconclusive

  • Criteria – The rules that the Agent uses to evaluate leads

  • Versions – Tracked updates created as criteria are refined over time


Categories, Criteria, and Scores

Understanding these core concepts will help you interpret your Lead Scores:

Categories

Categories represent the outcome for a lead. For example, a category may indicate whether a lead should be prioritized for immediate follow-up (Chase Hard,) referred to another firm (Refer Out,) or reviewed further (Inconclusive.)

Criteria

Criteria are the specific rules the Agent uses to evaluate leads. These may include factors such as case type, jurisdiction, potential case value, urgency, or other client details.

Criteria can be:

  • Proposed automatically by QualifyAI based on best practices for the practice area.

  • Proposed automatically by QualifyAI based on existing firm information.

  • Reviewed and adjusted by the firm, as needed.

Confidence and Reasoning

For every evaluation, QualifyAI provides:

  • A Confidence Score, indicating how strongly the lead matches your criteria

  • Confidence Reasoning, showing which factors influenced the result

This transparency allows firms to understand each recommendation and identify where criteria may need refinement.


Training QualifyAI Over Time

Firms can:

  • Compare expected outcomes with predicted results

  • Review reasoning when evaluations don’t match expectations

  • Provide feedback explaining why a result was correct or incorrect

Based on this feedback, QualifyAI can propose refinements to the agent’s criteria. Saving these updates creates a new agent version, allowing firms to track improvements over time and compare results across versions.


Where QualifyAI Results Appear

Once leads are evaluated, QualifyAI data appears throughout Lawmatics, including:

This ensures lead evaluations are visible and actionable wherever your team already works.


How QualifyAI Drives Action with Automations

QualifyAI evaluations can be used as an action in automations and to trigger automations within Lawmatics.

For example, when a lead is categorized as Chase Hard with high confidence, an automation can send an E-Signature Request and assign a follow-up task to your team:

This allows firms to engage high-priority prospects immediately, without waiting for manual review.


Next Steps

See more information on QualifyAI:

Did this answer your question?