From Manual to AI: Ticket Routing in Legal

The company

Type

Mid-size law firm

Industry

Legal

Team size

10-50 attorneys

Challenge

Struggling with inefficient manual ticket routing processes that were slowing growth and increasing operational costs. Their primary concern was contract review accuracy.

The challenge

This mid-size law firm had reached a breaking point with their manual ticket routing process. With 10-50 attorneys managing daily legal operations, the team was spending an average of 25+ hours per week on repetitive ticket routing tasks that added no strategic value. The workload was unsustainable, and errors were becoming more frequent as volume grew. The consequences extended beyond wasted time. In their legal business, delayed ticket routing created a cascade of downstream problems — missed deadlines, frustrated stakeholders, and data quality issues that undermined decision-making. The team had tried hiring additional staff, but the cost was prohibitive and training new employees on their complex legal processes took months. They needed a solution that could handle their current volume and scale with their growth, without requiring a proportional increase in headcount.

The solution

The team selected Arahi AI to automate their legal ticket routing workflow end-to-end. Implementation began with connecting their core tools — Clio, Google Drive, and Gmail — to the Arahi AI platform. Using the no-code builder, they configured AI agents that replicate their best-performing team member's decision-making process, but at machine speed and consistency. The AI agents handle every step of the ticket routing process: receiving incoming requests or triggers, analyzing the context using legal-specific rules, making intelligent routing decisions, executing the core actions, and notifying the right stakeholders. What previously required 45+ minutes of manual work per instance now completes automatically in under 2 minutes. The agents also learn from corrections, continuously improving their accuracy. The team connected Slack for tracking and reporting, giving leadership real-time visibility into ticket routing performance metrics for the first time.

Implementation

4 AI agents deployed in 2 hours.

1. Connected legal tools to Arahi AI

   Integrated Clio, LawPay, and DocuSign with Arahi AI using pre-built connectors — no API keys or custom code required. The team verified data flow between systems in under 15 minutes.

2. Configured AI agent business rules

   Defined the legal-specific rules for ticket routing: scoring criteria, routing logic, escalation thresholds, and exception handling. The team used Arahi AI's visual rule builder to translate their existing process into automated workflows.

3. Tested with live legal data

   Ran the AI agents on a week's worth of historical ticket routing data to validate accuracy and identify edge cases. Made minor adjustments to scoring weights and routing rules based on the results.

4. Launched and monitored

   Deployed the AI agents to production with the entire team notified via Slack. Monitored the first 48 hours closely, confirming high accuracy before reducing oversight to weekly reviews.

Results

Key takeaways

• This legal team proved that ticket routing automation doesn't require technical expertise — the no-code platform made it accessible to business users.
• Scaling ticket routing capacity dramatically without adding headcount fundamentally changed the economics of their legal operations.
• Consistent AI-powered processing eliminated the quality variance that came with different team members handling ticket routing differently.
• Real-time visibility into ticket routing metrics gave leadership the data they needed to make better strategic decisions.

Frequently asked questions

How did this legal company automate ticket routing with Arahi AI?

They connected their existing legal tools to Arahi AI's no-code platform and configured AI agents to handle their ticket routing workflow end-to-end. The agents automatically process incoming requests, apply legal-specific business rules, execute actions across connected tools, and notify the right team members — all without manual intervention.

How long does it take to set up ticket routing automation for a legal business?

Most legal teams are fully operational within 2-3 hours. Arahi AI provides pre-built templates for ticket routing in legal that come with industry-optimized defaults. You connect your tools, customize the business rules, and deploy — no coding required.

What results can a legal business expect from automating ticket routing?

While individual results vary, legal businesses can expect significant reductions in manual processing time, improvement in accuracy and consistency, and cost savings. The specific impact depends on your current volume, process complexity, and team size.

Is Arahi AI suitable for legal companies with strict compliance requirements?

Yes. Arahi AI is designed with enterprise-grade security and compliance in mind. For legal businesses, the platform supports data encryption, access controls, audit logging, and industry-specific compliance requirements. All AI processing follows configurable business rules that ensure regulatory adherence.

Can I customize the ticket routing automation for my specific legal workflow?

Absolutely. While Arahi AI provides pre-built ticket routing templates optimized for legal, every aspect is fully customizable. You can modify scoring criteria, routing rules, notification triggers, and decision logic to match your exact process. The no-code builder makes it easy to iterate and refine over time.

What tools does Arahi AI integrate with for legal ticket routing automation?

Arahi AI supports 1,500+ integrations, including all major legal tools. You can connect your CRM, email, chat, databases, document management, and industry-specific software without writing code. Popular integrations for legal ticket routing include the tools mentioned in this case study, plus many more.