Ayush Dhungel MBA Portfolio

BUS 7500 · Managerial Economics

Automation Initiatives at Woodhouse Auto Group: Efficiency Gains and Profitability

Individual · Prof. Douglas Copeland · October 2025

About this artifact

An economic analysis of automation I have helped put into practice at Woodhouse Auto Group, a 20+ franchise Midwest dealership group. The report applies production and cost theory to four initiatives (floorplan financing, accounts-payable automation, AI voice agents for service scheduling, and digital sales) and separates short-run gains from long-run scale effects.

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Automation Initiatives at Woodhouse Auto Group: Efficiency Gains and Profitability

Ayush Dhungel

Ottawa University

BUS-7500 - MANAGERIAL-ECONOMICS

Douglas Copeland

October 18, 2025

Executive Summary

Introduction: Problem Statement and Proposed Change

Woodhouse Auto Group, a multi-brand automotive dealership with over 20 franchises in the Midwest, historically relied on labor-intensive manual processes in accounting, inventory financing, and customer communication. These inefficiencies increased costs and hindered scalability. As customer expectations shifted and labor costs rose, Woodhouse needed a solution to streamline operations while maintaining service quality.

The proposed change was a strategic investment in automation: automating the vehicle flooring process, invoicing system, and customer call handling through AI-powered voice agents. This report analyzes the economic rationale for these changes and evaluates their short-run and long-run impacts on profitability and efficiency.

Literature Review: Academic and Industry Support

Managerial economics emphasizes the importance of resource allocation and cost minimization. According to Froeb et al., firms should direct assets to their highest-value uses and adopt cost-saving innovations. Automation exemplifies this by reallocating labor from repetitive tasks to higher-value roles. In the long run, new technologies reduce average costs and improve firm performance.

OpenStax's Principles of Economics outlines how technological adoption shifts production functions, allowing firms to produce more with fewer inputs. Substituting capital for labor is particularly efficient when labor is scarce or expensive. These principles directly support Woodhouse’s move to automation.

In the auto retail industry, automation adoption has become widespread. Case studies show AI-powered voice agents increasing service bookings, and accounts payable automation reducing invoice processing costs by over 60%. These industry benchmarks illustrate how dealership operations benefit from automation, both in cost and customer satisfaction.

Empirical Analysis: Operational Improvements at Woodhouse

1. Vehicle Flooring Automation

Woodhouse automated the floorplan financing process, integrating lender systems with dealership sales records. This eliminated delays in paying off sold vehicles and minimized interest expenses. The automation system ensures real-time updates, saving approximately $10 to $15 in interest per vehicle. The accounting team saw reduced manual workload, improved accuracy, and better cash flow management.

In the long run, the system supports scalability without increasing administrative headcount. It also strengthens lender relationships by ensuring prompt repayment and compliance. This contributes to long-term financial stability and competitive advantage.

2. Invoicing Automation

The manual invoice processing system at Woodhouse was replaced with an automated accounts payable platform featuring digital workflows and OCR. Staff previously spent hours entering and routing invoices. Now, the system captures invoice data, routes it for approval, and schedules payments automatically.

Short-run results included a 50% reduction in processing time and a 65% cut in per-invoice costs. In the long run, the platform supports growth by allowing more invoices to be processed without increasing headcount. It also provides better visibility, control, and cash management across all departments.

3. AI-Powered Voice Agents

To improve customer communication, Woodhouse implemented AI voice agents that handle service scheduling and common inquiries. These agents operate 24/7, eliminating hold times and missed calls. Within weeks, the system handled 50% of service calls and booked over 100 additional monthly appointments.

Labor was reallocated to higher-value tasks such as customer engagement and outbound sales. In the long run, the AI system offers scalable call-handling capacity and improved customer satisfaction, contributing to revenue growth and retention.

4. Other Automation Initiatives

Woodhouse launched a digital sales platform enabling online car purchases, trade-in evaluations, and financing approvals. This reduced paperwork and expanded customer reach. Automated inventory systems and CRM tools were also deployed, optimizing parts management and personalized marketing. Each initiative contributed to operational efficiency and long-run profitability.

Conclusion and Recommendation

Woodhouse Auto Group’s adoption of automation in key operational areas has led to measurable short-term gains in efficiency and long-term improvements in scalability and profit margins. By reducing manual tasks, lowering processing costs, and enhancing customer responsiveness, the company has positioned itself for sustained growth.

Recommendation:

Automation should remain central to Woodhouse’s strategy, aligning with economic principles and industry best practices to maintain its competitive edge.

References

Adaptive Innovations Corp. (2025). The ROI of Industrial Automation: When Does It Pay Off? Retrieved from AIC Automation website.

Breunig, M., Kässer, M., Klein, H., & Stein, J. P. (2017). Building smarter cars with smarter factories: How AI will change the auto business. McKinsey & Company.

dotData. (2022, May 12). How a manufacturer saved $10M in inventory costs with AI. dotData Blog.

FANUC America. (2023). Automotive supplier cuts costs with robot laser cutting automation. FANUC Case Study.

Froeb, L. M., McCann, B. T., Ward, M. R., & Shor, M. (2022). Managerial economics: A problem solving approach (6th ed.). Cengage Learning.

OpenStax. (2014). Principles of Microeconomics. OpenStax CNX. https://openstax.org/books/principles-microeconomics/pages/preface

S&P Global. (2025, July 25). AI in the automotive industry: Trends, benefits & use cases. S&P Global AutoTech Insights.

U.S. Department of Commerce, International Trade Administration. (2020). Robots and the Economy: The Role of Automation in Driving Productivity Growth. SelectUSA Automation Report.