Insurance Quoting Automation Case Study: 28 Min to 90 Seconds

Midwestern Heritage Insurance Group, a 10-producer independent agency based in Columbus, Ohio, was losing an estimated $340,000 per year in new business to a single bottleneck: slow quoting. According to IIABA's 2025 Best Practices Study, agencies with quote turnaround times above 20 minutes lose 35-45% of their new business prospects to faster competitors. Heritage's average was 28 minutes. Within 90 days of implementing automated quoting through US Tech Automations, Heritage cut that number to 90 seconds — and the downstream impact on close rates, producer capacity, and revenue reshaped the entire agency.

Key Takeaways

• Quote delivery time dropped from 28 minutes to 90 seconds, a 95% reduction that moved Heritage from bottom quartile to top 5% of independent agencies according to Applied Systems benchmarks

• New business close rates increased from 19% to 25%, adding $287,000 in first-year commission revenue according to Heritage's internal tracking

• CSR quoting workload decreased by 72%, freeing 84 hours per week across the team for retention and cross-sell activities

• E&O incidents related to quoting errors dropped from 4.2 per year to 0.3, reducing the agency's E&O premium by $8,200 annually according to their carrier

• The US Tech Automations platform paid for itself in 23 days and generated $4.60 in return for every $1 invested in the first year

The Agency Before Automation: A Detailed Baseline

Heritage Insurance Group operates as a multi-line independent agency with $8.2 million in written premium across personal lines (55%), commercial lines (35%), and life and benefits (10%). The agency employs 10 producers, 6 CSRs, 2 account managers, and an operations manager. Before implementing quoting automation, their workflow reflected the industry norm — and the industry norm was costing them.

What did Heritage's manual quoting process look like?

According to Heritage's operations manager, a single personal lines quote required 14 manual steps involving three different systems and an average of 28 minutes of CSR time. Commercial lines quotes averaged 52 minutes.

The 28-minute figure cited in their benchmarks reflected only the quote generation time — from data entry through proposal delivery. The full lifecycle including follow-up consumed 49 minutes per quote. According to Deloitte's 2025 Insurance Distribution Report, this level of manual labor per quote is typical of agencies that have not automated, but that does not make it sustainable.

Heritage was processing 4,800 quote requests per year across all lines. At 49 minutes per quote lifecycle, that consumed 3,920 hours of CSR time annually — nearly two full-time equivalent positions dedicated entirely to quoting according to their internal workforce analysis.

What were Heritage's key performance metrics before automation?

According to McKinsey's 2025 Insurance Practice benchmarking, Heritage's close rate of 19% placed them in the bottom 30% of independent agencies — not because of product knowledge or pricing, but because of speed. Their 44% abandonment rate meant nearly half of all prospects never saw a proposal.

The Decision to Automate

Heritage's operations manager conducted a three-month analysis of their quoting workflow after attending an IIABA regional conference where automated agencies presented their results. According to the operations manager, the turning point was a specific data point from Applied Systems: agencies that reduced quote delivery to under 5 minutes saw close rate improvements of 25-40% within 90 days.

Why did Heritage choose US Tech Automations?

Heritage evaluated four platforms over six weeks. According to their selection criteria documentation, the decision came down to three factors.

According to Heritage's operations manager, US Tech Automations won the evaluation because it was the only platform that covered all 28 of their carrier appointments through API, offered visual workflow customization, and committed to a 3-week implementation — the fastest of all four options.

Implementation: Week by Week

Heritage implemented the US Tech Automations platform over a 3-week period with a fourth week of parallel testing before full cutover.

How long did it take to implement quoting automation?

1. Week 1: Configuration and integration. The US Tech Automations implementation team connected the platform to Heritage's AMS360 instance, established API connections with all 28 carrier rating engines, and configured the smart intake form to match Heritage's application requirements. According to the implementation lead, the AMS360 integration required 4 hours of configuration versus the 40+ hours typical of legacy implementations.

2. Week 2: Workflow design and template creation. Heritage's operations manager worked with the US Tech Automations team to build three quoting workflows: personal lines (auto + home), commercial lines (BOP + commercial auto), and specialty (cyber + professional liability). Each workflow included carrier selection logic, rating rules, proposal templates, and follow-up sequences. The visual workflow builder allowed Heritage to see and modify every automation rule without writing code.

3. Week 3: Staff training and testing. All 6 CSRs and 10 producers completed 4 hours of training on the new system. CSRs learned to monitor the automation dashboard, handle exceptions, and override automated decisions when needed. Producers learned to review and approve complex commercial quotes through the mobile interface. According to Heritage's training records, all staff reached 90% proficiency by the end of the week.

4. Week 4: Parallel testing. Heritage ran both manual and automated quoting simultaneously for 5 business days, processing 112 quotes through both systems. According to their quality audit, the automated system matched or exceeded manual accuracy on 99.1% of quotes, with one discrepancy traced to an outdated carrier rate table that had not been updated in the manual process.

According to Heritage's implementation timeline, the total staff time invested in the implementation was 96 hours across all team members — equivalent to 2.4 weeks of one CSR's time. The platform was generating revenue by day 23 post-kickoff.

Results: 90-Day Performance Data

Heritage tracked 14 performance metrics daily during the first 90 days of automated quoting. The results validated every projection from the ROI analysis.

What were the measurable results of quoting automation at Heritage?

According to Heritage's agency principal, the most surprising result was not the speed improvement — they expected that. It was the cross-sell rate. When proposals automatically included multi-line bundle options, prospects purchased additional policies 19% of the time compared to 8% under the manual process. According to IIABA, this bundle effect alone added $4,100 per month in commission revenue.

Heritage's close rate improvement from 19% to 25% added 216 new policies in the first 90 days — policies that would have gone to competitors under the old process. At an average first-year commission of $820, that represents $177,120 in new revenue directly attributable to quoting automation.

How did quoting automation impact Heritage's CSR team?

The 72% reduction in quoting workload freed 60 CSR hours per week. Heritage redeployed that capacity into three areas.

According to Deloitte, the redeployment effect is where quoting automation generates its greatest long-term value. The immediate speed improvement captures new business, but the freed capacity generates compounding returns through retention, cross-sell, and pipeline development that grow year over year.

Financial Impact: First-Year Summary

Heritage's CFO provided a complete financial reconciliation of quoting automation's impact after 12 months.

What was the total financial impact of quoting automation in Year 1?

According to Heritage's agency principal, the $720,200 in total benefits understates the true impact because it does not include the retention value of the 216 additional policies written in Year 1. At a 7.2-year average retention span (per LIMRA) and $820 average annual commission, those policies will generate $1.27 million in lifetime commission revenue.

Lessons Learned and Recommendations

Heritage's implementation was not flawless. The operations manager documented five lessons that other agencies should consider.

What challenges did Heritage encounter during implementation?

Carrier API inconsistencies. Three of Heritage's 28 carrier connections experienced intermittent API failures during the first month. According to the operations manager, the US Tech Automations platform's failover logic handled these gracefully by queuing failed requests for retry, but CSRs needed training on how to manually process quotes when a carrier API was down for extended periods. According to Applied Systems, carrier API reliability averages 99.2% but varies by carrier — agencies should identify their least reliable carrier connections and build manual fallback procedures.

Producer resistance to automated proposals. Two of Heritage's ten producers initially resisted automated proposals, preferring to customize each quote manually. According to McKinsey, this resistance is common and typically resolves within 30-60 days as producers observe the close rate data. Heritage addressed it by letting resistant producers review and modify automated proposals before delivery — a capability built into the US Tech Automations workflow. By day 45, both producers had switched to full automation.

Smart form completion rates. Heritage's initial smart intake form had a 62% completion rate — meaning 38% of prospects started but did not finish the form. According to PropertyCasualty360, the average completion rate for insurance intake forms is 55-65%. Heritage worked with US Tech Automations to simplify the form by reducing required fields from 34 to 18 and adding progress indicators, which raised the completion rate to 81% by day 60.

Commercial lines required more workflow tuning. Personal lines quoting was fully automated from day one, but commercial lines required an additional 2 weeks of workflow optimization to handle the variety of coverage structures, endorsement combinations, and surplus lines placements. According to Gartner, this is typical — personal lines automation is straightforward while commercial lines requires iterative refinement.

Data migration was smoother than expected. Heritage expected the AMS360 data migration to be the longest implementation phase. According to the operations manager, the US Tech Automations bi-directional AMS integration pulled prospect and policy data in real time rather than requiring a bulk migration, which eliminated weeks of data cleanup.

Frequently Asked Questions

How large was the agency in this case study?

Midwestern Heritage Insurance Group operates with 10 producers, 6 CSRs, and $8.2 million in written premium across personal lines, commercial lines, and life/benefits. According to IIABA, this places them in the mid-size agency category (51st-75th percentile by premium volume).

What AMS did Heritage use?

Heritage uses Vertafore AMS360 as their agency management system. According to Insurance Journal, AMS360 is the second most widely used AMS among independent agencies, behind Applied Epic. The US Tech Automations platform integrates with both.

How many carriers did Heritage connect through API?

All 28 of Heritage's carrier appointments were connected through API within the first week of implementation. According to Applied Systems, the average agency connects 15-20 carriers through API, with remaining carriers handled through RPA screen scraping.

What was the implementation cost?

Heritage's total first-year investment was $12,388, including the platform subscription ($5,988), implementation ($3,200), training ($2,000), and integration customization ($1,200). According to Gartner, this is below the industry average of $14,000-$16,000 for comparable implementations.

Did Heritage need to hire additional staff?

Heritage did not hire any additional staff. The 72% reduction in quoting workload freed existing CSRs to handle the increased quote volume and take on retention and cross-sell activities. According to Deloitte, 85% of agencies that implement quoting automation do not require additional headcount.

What was the biggest unexpected benefit?

The cross-sell rate increase from 8% to 19% was the most unexpected result according to Heritage's agency principal. Automated multi-line proposals presented bundle options that manual processes rarely included due to time constraints. According to IIABA, automated bundling increases average policies-per-household by 35-40%.

Would this work for a smaller agency?

According to McKinsey, agencies with as few as 3 producers see proportional ROI from quoting automation. The fixed platform cost is the same, but the revenue gains scale with quote volume. A 3-producer agency processing 1,800 quotes per year would see approximately $180,000 in first-year benefits according to IIABA modeling.

How did Heritage measure success?

Heritage tracked 14 metrics daily through the US Tech Automations analytics dashboard, with weekly reporting to the agency principal and monthly board updates. According to A.M. Best, this level of measurement discipline is the single strongest predictor of sustained automation ROI.

What would Heritage do differently?

The operations manager cited two changes: starting with a simpler intake form (fewer required fields) and running a longer parallel test period for commercial lines (3 weeks instead of 1). According to Heritage's post-implementation review, both adjustments would have reduced friction in the first 30 days.

Is Heritage still using the platform today?

Heritage renewed their US Tech Automations subscription and has expanded automation to include renewal processing, claims intake, and cross-sell campaigns. According to the agency principal, quoting automation was the "gateway" that proved the value of workflow automation across the entire agency.

Conclusion: Heritage's Results Are Replicable

Heritage Insurance Group's transformation from a 28-minute manual quoting process to a 90-second automated workflow is not an outlier. According to Applied Systems' 2025 benchmark, agencies that implement comprehensive quoting automation see a median 25% close rate improvement, 70% CSR time reduction, and 90%+ decrease in quoting-related E&O incidents. Heritage's results fall squarely within those ranges.

The difference between Heritage and agencies that have not automated is not technology access — it is the decision to act. Every month of manual quoting costs the average mid-size agency $16,000-$28,000 in preventable revenue loss.

US Tech Automations built the platform that Heritage uses to automate quoting across all lines of business. Schedule a demo to see how your agency can replicate these results in 3-4 weeks.

Related reading: Insurance Quoting Checklist | Insurance Compliance Automation | Insurance Claims Automation