Whereas workflows respond to discrete trigger events, AI Agents continuously monitor firm operations and take proactive action based on pattern recognition and contextual analysis.

AI Agents are autonomous software processes that:

• Monitor Continuously: Run 24/7 monitoring firm activities and matter progress
• Learn from Experience: Improve decision-making based on prior outcomes and attorney feedback
• Execute Independently: Take action without requiring explicit human authorization (though critical actions include override capability)
• Report Findings: Provide regular reports of agent activity and recommendations

Monitoring Activities

• Analyzes all matter documents daily for embedded deadlines
• Compares extracted deadlines against established matter timelines
• Identifies missing deadline entries
• Flags deadlines approaching without completion of prerequisite tasks

Proactive Actions

• Creates calendar entries for identified deadlines
• Escalates approaching deadlines with increasing urgency (7 days before, 3 days before, day before)
• If deadline approaches without task completion, automatically escalates to matter partner
• Analyzes historical deadline compliance patterns and alerts partners to at-risk deadlines

Outcome: Near-zero missed deadlines, as the agent provides continuous monitoring and multiple-layer alerts.

Monitoring Activities

• Analyzes all email activity for billable work (correspondence, negotiation, strategy discussion)
• Tracks document creation and modification for billing code categorization
• Monitors meeting invitations and attendance for time entry generation
• Flags activities potentially indicating unbilled work

Proactive Actions

• Creates automatic time entries for recognized billable activities
• Provides daily summary of captured billable time awaiting attorney review
• Identifies gaps where billing activity was captured in Email Intelligence but not reflected in time entries
• Generates weekly billing reports by matter and attorney

Outcome: 8–12% revenue recovery from previously unbilled time.

Monitoring Activities

• Analyzes incoming communications for risk signals (adverse rulings, client dissatisfaction, timeline delays)
• Reviews agreements for unusual or unfavorable terms
• Compares matter progress against established timelines and budgets
• Flags matters where budget is exceeded or timeline is overextended

Proactive Actions

• Alerts practice area leaders to matters exceeding budget thresholds
• Recommends risk mitigation actions for identified issues
• Escalates client communication issues to managing partner if client dissatisfaction is signaled
• Provides weekly risk summary to practice area partners

Outcome: Early identification of potential problems, enabling proactive resolution before escalation to critical issues.

Monitoring Activities

• Analyzes documents in Briefcase for classification accuracy
• Identifies documents that may require tagging or re-classification
• Detects duplicate or near-duplicate documents
• Identifies documents with potential privilege or confidentiality issues

Proactive Actions

• Recommends document reclassification when analysis suggests incorrect categorization
• Alerts to potential duplicate documents with merge recommendations
• Flags potentially privileged communications that may require special handling
• Provides document organization quality reports

Outcome: Consistent document organization enabling more efficient discovery and retrieval.

Monitoring Activities

• Analyzes client matter history and financial value
• Identifies cross-selling opportunities (practice areas served vs. available practice areas)
• Tracks client communication frequency and relationship health indicators
• Compares client spending with industry benchmarks

Proactive Actions

• Alerts to key renewal dates for major clients
• Recommends practice area expansion opportunities for high-value clients
• Identifies clients with declining engagement, recommending relationship development activities
• Provides quarterly business development insights by practice area and attorney

Outcome: Data-driven business development enabling more effective client retention and expansion.

Agents improve over time through:

• Feedback Integration: When attorneys provide feedback on agent recommendations, the agent learns and adjusts future recommendations
• Outcome Analysis: When matters with agent recommendations reach closure, agent analyzes outcomes and incorporates learning into future behavior
• Customization Options: Partners can customize agent behavior through preference settings (e.g., "escalate budget overages at 80% of budget" vs. "escalate at 90% of budget")