How a Mid-market SaaS provider Automated Ticket Routing with Arahi AI

The company

Type

Mid-market SaaS provider

Industry

SaaS

Team size

50-200 employees

Challenge

Struggling with inefficient manual ticket routing processes that were slowing growth and increasing operational costs. Their primary concern was trial-to-paid conversion.

The challenge

Manual ticket routing was the biggest bottleneck in this mid-market saas provider's operations. Their team of 50-200 employees processed hundreds of ticket routing requests weekly, each requiring multiple steps, cross-referencing against saas-specific requirements, and coordination between departments. The average ticket routing request took 45 minutes to complete manually, and the backlog was growing by 15% each quarter. Beyond the time drain, the quality of their ticket routing output was inconsistent. Different team members followed different procedures, and there was no standardized way to handle edge cases that are common in saas. A recent audit revealed that 12% of completed ticket routing records contained errors that required rework — costing the organization an additional $50K annually in correction and remediation efforts. The leadership team recognized that continuing to throw people at the problem wasn't viable and began searching for an AI-powered solution.

The solution

Arahi AI provided the automation backbone this saas team needed. They deployed a multi-agent workflow that breaks the ticket routing process into discrete, automated steps — each handled by a specialized AI agent. The first agent monitors triggers from HubSpot and Slack. The second agent analyzes and processes incoming requests using saas-specific business logic. The third agent executes actions across connected tools and notifies team members via Notion. The beauty of the no-code approach was speed of implementation. The team had their first agent live within 90 minutes, and the full ticket routing workflow was operational within a single afternoon. They used Arahi AI's template for saas ticket routing as a starting point, customized the business rules to match their specific process, and connected their existing tool stack without writing a single line of code. Within the first week, the agents had processed over 200 ticket routing instances with high accuracy — more than the team typically handled in a month.

Implementation

2 AI agents deployed in Half a day.

1. Mapped the existing ticket routing workflow

   Documented every step of the current manual ticket routing process, including decision points, exceptions, and handoffs between team members. Identified which steps could be fully automated versus those needing human oversight.

2. Built the automation in Arahi AI

   Used Arahi AI's no-code builder to create the ticket routing workflow: connected HubSpot and Stripe as data sources, configured AI decision logic for saas-specific requirements, and set up automated actions and notifications.

3. Parallel run with manual process

   Ran the AI agents alongside the manual process for one week to compare outputs. The AI matched or exceeded human accuracy on the vast majority of ticket routing instances, with edge cases automatically flagged for human review.

Results

Key takeaways

• AI-powered ticket routing automation dramatically reduced manual processing time for this saas team, freeing staff to focus on high-value strategic work.
• Implementation took less than a day — the no-code approach meant no IT bottleneck or months-long development cycle.
• Error rates dropped significantly, improving data quality and downstream decision-making.
• The ROI was realized quickly, with the solution paying for itself through cost savings and productivity gains.

Frequently asked questions

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

They connected their existing saas 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 saas-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 saas business?

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

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

While individual results vary, saas 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 saas companies with strict compliance requirements?

Yes. Arahi AI is designed with enterprise-grade security and compliance in mind. For saas 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 saas workflow?

Absolutely. While Arahi AI provides pre-built ticket routing templates optimized for saas, 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 saas ticket routing automation?

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