AI Opportunity Analysis
Mid-West Spring & Stamping
mwspring.com
Confidential Intelligence Brief · March 2026

Where AI Can Save
$770K–$1.2M
Per Year

A data-driven analysis of AI automation opportunities for Mid-West Spring & Stamping — a 97-year-old family-owned manufacturer in Mentone, Indiana. Ten specific opportunities identified across sales, manufacturing, supply chain, and administration.

10
Opportunities
770K+
Conservative Savings
97
Years in Operation
3
Facilities
Scroll to explore
01 — Company Profile

Mid-West Spring & Stamping is a privately held, family-owned manufacturer founded in 1928 and headquartered in Mentone, Indiana. The company produces precision custom industrial springs, metal stampings, and wire forms for OEM customers across firearm, agriculture, electronics, medical, and mining industries. With an estimated $28M in annual revenue and approximately 90 employees across three facilities, it operates as a classic job shop — high SKU count, low-to-medium volume runs, and engineer-to-engineer customer service.

The company is led by the Overmyer family — C.J. Overmyer as President (since 1999) and Nick Overmyer as VP of Operations — with a CFO (Michael Curran) and Controller (Collette Knepp) indicating a structured finance function. The 2004 acquisition of Landrum Performance Springs expanded the product line into motorsport applications. ZoomInfo intelligence confirms the company is actively evaluating Epicor ERP and pursuing AP automation — signaling a receptive moment for broader AI investment.

Founded1928
Revenue (est.)$28M
Employees (est.)75–120
Facilities3 plants
CertificationISO 9001:2015
OwnershipFamily-owned
ERP StatusEvaluating Epicor
Mentone, IN
Corporate HQ + Primary Manufacturing
105 Etna St, Mentone, IN 46539
Muskegon, MI
Manufacturing Facility
1935 E Laketon, Muskegon, MI 49442
Landrum Springs
Performance Springs Division
4561 S State Road 19, Mentone, IN
02 — Total Identified Savings

Across ten identified AI opportunities in four functional areas, Mid-West Spring & Stamping could realize between $770K and $1.2M in annual savings — representing 2.8–4.3% of estimated revenue. These figures are calculated using verified local labor market rates for rural Indiana/Michigan, confirmed company data points, and industry-standard AI displacement benchmarks.

$0
Conservative / Year
$0
Optimistic / Year
~5 mo
Payback Period
612%
3-Year ROI
8–12
FTE Reduction
Sales & Customer Experience$206K–$532K
Manufacturing & Quality Control$210K–$496K
Supply Chain & Logistics$270K–$500K
Human Resources & Administration$84K–$188K
03 — Opportunity Breakdown
Phase 1 · Quick WinVery High ImpactLLM + Computer Vision

CPQ / Quote Automation

Eliminate the 2-day manual RFQ bottleneck

$104K–$282K
per year
1.5–2.5 FTE reduction
Show methodology
Phase 2 · Core OperationsVery High ImpactComputer Vision

AI Visual Quality Inspection

Camera-based defect detection on the production line

$88K–$199K
per year
1.5–2.5 FTE reduction
Show methodology
Phase 2 · Core OperationsVery High ImpactLLM

AI Procurement Automation

Optimize steel wire and strip steel sourcing

$235K–$444K
per year
0.5–1.0 FTE reduction
Show methodology
Phase 2 · Core OperationsHigh ImpactLLM

Zero-Touch Order Entry

Automate repeat order processing via KanBan

$60K–$156K
per year
0.5–1.5 FTE reduction
Show methodology
Phase 3 · StrategicHigh ImpactLLM

Predictive Maintenance

Prevent unplanned downtime on coilers and presses

$80K–$157K
per year
0.5–1.0 FTE reduction
Show methodology
Phase 3 · StrategicHigh ImpactLLM

AI Production Scheduling

Optimize high-SKU job sequencing and setup reduction

$42K–$140K
per year
Show methodology
Phase 2 · Core OperationsHigh ImpactLLM

AI Customer Service Agent

24/7 inbound inquiry handling via phone and email

$42K–$94K
per year
0.8–1.8 FTE reduction
Show methodology
Phase 1 · Quick WinHigh ImpactLLM

Finance / AP Automation

Accelerate the active AP automation initiative

$56K–$132K
per year
0.8–1.2 FTE reduction
Show methodology
Phase 3 · StrategicMedium ImpactLLM

Freight & Logistics Optimization

Multi-plant carrier selection and route optimization

$35K–$56K
per year
Show methodology
Phase 1 · Quick WinMedium ImpactLLM

AI Recruiting & Screening

Reduce time-to-hire for plant floor and management roles

$28K–$56K
per year
Show methodology
04 — Implementation Roadmap
Phase 1

Quick Wins

Months 1–3
$150K–$280K / yr

Lowest implementation cost, fastest ROI. The AP automation aligns with the active ACH initiative already confirmed by ZoomInfo intelligence, making it especially easy to accelerate.

CPQ / Quote Automation
Finance / AP Automation
AI Recruiting & Screening
Phase 2

Core Operations

Months 4–9
$330K–$620K / yr

The highest-impact cluster. Visual inspection directly supports ISO 9001 compliance. Procurement AI targets the largest single savings pool — raw material spend.

AI Visual Quality Inspection
Zero-Touch Order Entry
AI Customer Service Agent
AI Procurement Automation
Phase 3

Strategic

Months 10–18
$290K–$300K / yr

Requires sensor integration and ERP connectivity. Aligns with the Epicor ERP evaluation already underway — Phase 3 becomes significantly easier once ERP is live.

Predictive Maintenance
AI Production Scheduling
Freight Optimization
05 — Intelligence Signals

The following signals — sourced from ZoomInfo intelligence scoops, employee reviews, website analysis, and public records — confirm both the pain points and the organizational readiness for AI investment.

ZoomInfo Scoop
Epicor ERP Evaluation Underway

A high-level source in accounting confirms the company is evaluating Epicor ERP and increasing funding for the initiative. This is the ideal integration point for AI scheduling, procurement, and maintenance modules.

ZoomInfo Scoop
AP Automation Initiative Active

The company is actively adding ACH (automated clearing house) capabilities. Finance AI is not a future project — it is already in motion and can be accelerated.

ZoomInfo Scoop
Accounting Analytics Project

Leveraging accounting analytics to support improved decision making. Signals a data-forward finance leadership team receptive to AI-driven insights.

Website Analysis
100% Manual RFQ Process

The Request a Quote page explicitly states a minimum 2-business-day turnaround. No instant pricing, no CPQ system. This is the highest-friction customer touchpoint and the clearest quick-win opportunity.

Website Analysis
KanBan Program Confirmed

Scheduled/repeat orders exist — the foundation for zero-touch order automation. EDI/ASN capability already in place reduces integration complexity.

Employee Review
"Slammed Most of the Time"

Indeed review confirms high workload relative to staff size — a direct indicator of capacity constraints that AI automation can relieve without headcount increases.

Employee Review
30+ Year Employee Tenure

Institutional knowledge lives in people, not systems. AI can capture and codify this expertise — making it transferable, searchable, and resilient to retirement.

LinkedIn Post
New Simco Coiler YJ-160 Investment

Active capital equipment investment confirms growth orientation. New equipment is the ideal moment to add predictive maintenance sensors — before failure patterns develop.

06 — Methodology & Assumptions

Data Sources

mwspring.comProducts, quoting process, capabilities, locations, careers
ZoomInfoRevenue ($36.1M), employees (51–200), leadership, IT scoops (ERP, AP, analytics)
RocketReachRevenue ($19.2M), leadership names and roles
LinkedInEmployee count, locations, equipment announcements
Indeed / Glassdoor4 reviews (4.5★), 2 reviews (3.3★), job postings, salary data
Landrum Performance SpringsConfirmed subsidiary relationship, acquired July 2004

Key Assumptions

Revenue$28M (midpoint of $20M–$36M verified range)
Employees~90 (midpoint of 75–120 estimate)
COGS~60% of revenue = ~$16.8M
Raw material spend~28% of revenue = ~$7.84M
Annual freight~4% of revenue = ~$1.12M
Labor ratesRural Indiana/Michigan market rates (below national avg)
AI constraintLLM + Computer Vision only (no robotics)

Disclaimer: All figures are estimates based on publicly available data and industry benchmarks. Mid-West Spring and Stamping does not publicly disclose financial statements. Revenue estimates are triangulated from RocketReach ($19.2M), ZoomInfo ($36.1M), and Owler ($49.1M consolidated including Landrum). Savings calculations use local Indiana/Michigan labor market rates sourced from Indeed salary data and BLS regional wage surveys. Actual savings will vary based on implementation quality, change management, and integration complexity.