Arahi AI

Q: What is the typical ROI of automating ticket routing in insurance?

Based on our calculations, insurance businesses can save approximately $45K per year by automating ticket routing with Arahi AI. This includes 572 hours/year of time savings, a 83% reduction in errors, and an estimated $15K estimated revenue impact. Most businesses see positive ROI within 21 days.

Q: How quickly can I automate ticket routing for my insurance business?

Most insurance teams set up their ticket routing automation in under 15 minutes using Arahi AI's no-code builder. You can connect your existing tools, configure business rules, and start automating the same day. No technical skills or developer resources required.

Q: Will AI automation replace my insurance team members?

No — AI automation handles the repetitive, manual parts of ticket routing so your team can focus on strategic, high-value work. In insurance, this means your people spend less time on data entry and more time on relationship building, decision-making, and growth initiatives. Most businesses redeploy saved hours rather than cutting headcount.

Q: How accurate is AI at handling ticket routing in insurance?

Arahi AI achieves 5% error rates for ticket routing, compared to the typical 30% error rate with manual processing. The AI applies your business rules consistently every time and flags edge cases for human review, combining automation speed with human judgment where it matters most.

Q: What tools does the ticket routing automation integrate with?

Arahi AI connects with 1,500+ business tools including popular insurance platforms, CRMs, email systems, databases, and communication tools. If your team uses it, Arahi AI probably integrates with it. All integrations are set up through our no-code interface — no API keys or developer work needed.

Q: Is the ROI calculation based on real data?

Our ROI calculations use industry benchmarks for insurance businesses, including average hourly rates of $60/hour and typical ticket routing volumes. Your actual savings may vary based on team size, current processes, and volume. We recommend running a free trial to measure your specific ROI with real data.

ROI Calculator< 21 days Payback

How Much Can Insurance Save by Automating Ticket Routing?

Discover the concrete savings of automating ticket routing in insurance. Our ROI breakdown shows time saved, cost reduction, and revenue impact with AI automation.

The True Cost of Manual Ticket Routing

Every hour your insurance team spends on manual ticket routing is an hour they are not spending on strategic work that drives growth. At $60/hour and 12 hours per week, the labor cost alone exceeds $37K per year — before factoring in the cost of errors, rework, employee turnover, and the opportunities you miss while your team is buried in routine tasks.

AI-powered ticket routing automation changes the economics entirely. Instead of scaling costs linearly with volume, your insurance business can handle 800+ tickets routed per month with minimal human oversight. The result: a < 21 days payback period and compounding returns as your business grows. Here is the detailed breakdown.

Your Annual Savings at a Glance

Here is what automating ticket routing looks like for a typical insurance business.

572 hours/year

Time Saved

$45K

Cost Saved

83% fewer errors

Error Reduction

$15K estimated revenue impact

Revenue Impact

Payback period: < 21 days

Detailed ROI Breakdown

Before and after comparison for each key metric of ticket routing in insurance.

Hours Saved Per Week

92% improvement

Manual Process

12 hours

With Arahi AI

1 hours

Your insurance team currently spends 12 hours per week on manual ticket routing. With Arahi AI handling the routine work, that drops to just 1 hours of oversight, freeing 11 hours for higher-value activities.

Error Rate

83% improvement

Manual Process

30%

With Arahi AI

5%

Manual ticket routing in insurance carries a 30% error rate due to fatigue, inconsistency, and volume pressure. AI reduces this to 5% by applying the same rules consistently every single time.

Tickets Routed Per Month

Scalable improvement

Manual Process

800

With Arahi AI

800+

At 800 tickets routed per month, manual handling creates a bottleneck. AI processes the same volume effortlessly and scales to 10x without adding headcount, so growth never outpaces your capacity.

First Response Time

99% improvement

Manual Process

2 hours

With Arahi AI

< 30 seconds

AI classifies and routes tickets instantly, ensuring customers get acknowledged immediately and reach the right agent on the first try.

Annual Cost of Manual Process

93% improvement

Manual Process

$51K

With Arahi AI

$4K

When you factor in labor costs at $60/hour, training, turnover, error correction, and opportunity cost, manual ticket routing in insurance costs significantly more than the automation investment. The net annual savings are substantial.

Calculation Assumptions

We believe in transparency. Here is what we based our numbers on.

These figures are based on industry benchmarks for insurance businesses. Your actual results may vary based on team size, current processes, and volume. We recommend running a free trial to measure your specific ROI.

Average insurance employee hourly rate: $60

Current monthly volume: 800 tickets routed

Current manual time: 12 hours/week across the team

Arahi AI subscription cost factored into automated figures

Start Realizing This ROI in 4 Steps

Getting from manual ticket routing to automated savings is faster than you think.

1

Map your current ticket routing process

Document how your insurance team currently handles ticket routing — including triggers, decision points, and handoffs. This becomes the blueprint for your AI workflow. Most teams complete this in 30 minutes.

2

Connect your existing tools

Arahi AI integrates with 1,500+ tools out of the box. Connect your insurance CRM, email, databases, and other systems with a few clicks — no API keys or technical setup required.

3

Configure your AI agent

Use Arahi AI's no-code builder to configure the ticket routing workflow for your insurance business. Set your business rules, approval thresholds, and notification preferences. The AI learns your patterns immediately.

4

Test, launch, and measure ROI

Run your AI agent in shadow mode alongside your manual process for a few days to verify accuracy. Once confident, switch to full automation and watch your insurance ticket routing ROI compound week over week.