SMF Inc. · An Etnyre International Company · Minonk, IL

Where AI
Pays Off

for SMF Inc.

Estimated Annual Savings

$894K – $1.3M

Across 10 targeted AI initiatives · Conservative to optimistic range

$53.2M

Annual Revenue

ZoomInfo / RocketReach

~200–250

Employees

ZoomInfo 201–500 range

240,000 sq ft

Facility Space

2 plants: IL + SC

0

Annual Revenue

0

Employees

0

Facility Space

0

Max Annual Savings

Company Profile · Verified Facts

A 53-Year-Old OEM Fabricator at a Technology Inflection Point

SMF Inc. is a full-service metal manufacturing facility specializing in heavy and light fabrication for OEMs. Founded 1972 in Minonk, IL — acquired by Etnyre International in October 2020. Ranked #25 on The Fabricator's 2025 FAB 40 with $74M in reported revenue.

Annual Revenue

$53.2M

ZoomInfo / RocketReach

Employees

~200–250

ZoomInfo (201–500 range)

Combined Facility Space

240,000 sq ft

smf-inc.com

Quality Certification

ISO 9001:2015

smf-inc.com

Parent Company

Etnyre International Ltd.

XLCS Partners press release

FAB 40 Ranking

#25 (2025)

The Fabricator

Verified Operational Signals

Manual quoting confirmed

smf-inc.com directs all quote requests to phone and email — no CPQ tool, no online configurator, no customer portal.

Manual freight scheduling confirmed

Website states "our dedicated team relies on a comprehensive scheduling process to help you find the lowest freight cost" — confirming human-driven logistics.

Equipment reliability issue confirmed

Indeed review from Minonk, IL welder (Nov 2021): "The machines are always broken." Maintenance Technician is an active career category.

Single procurement manager for two plants

Michael Massey confirmed on RocketReach as Purchasing Manager for both Anderson, SC and Minonk, IL.

Elevated hiring activity (March 2026)

ZoomInfo confirms more open Operations roles than any point in the past 12 months — scaling headcount in exactly the areas where AI can reduce cost.

Area 01 · $167K–$280K / yr

Sales & Customer Experience

SMF directs all quote requests to phone and email — no CPQ, no customer portal, no self-service pricing.

Quote generation, CSR agent, sales intelligence

AI-Assisted Quote Generation

$47K–$70K
High Impact1–2 estimating roles

1–2 estimating roles × $52K fully-loaded + cycle-time reduction

Show evidence & agents

AI Customer Service Agent

$60K–$90K
High Impact1–2 CSR roles

1–2 CSR roles × $48K + after-hours coverage value

Show evidence & agents

Sales Intelligence Platform

$60K–$120K
Medium ImpactEfficiency gain

Revenue uplift on existing accounts via churn prediction + upsell signals

Show evidence & agents

Area 02 · $330K–$765K / yr

Manufacturing & Quality Control

240,000 sq ft across two plants running laser cutters, CNC mills, welding positioners, and powder coat ovens — all maintained reactively.

Predictive maintenance, visual inspection, production scheduling

Predictive Maintenance

$144K–$305K
Very High ImpactAvoids 1–2 reactive maintenance FTEs

Downtime reduction (est. 3–5% of revenue) + avoided emergency repair costs

Show evidence & agents

AI Visual Quality Inspection

$106K–$280K
High Impact2–4 inspection roles

2–4 inspection roles × $46K + scrap/rework reduction

Show evidence & agents

AI Production Scheduling & Capacity Optimization

$80K–$180K
High Impact1–2 planning roles

1–2 planning roles × $58K + OEE improvement on 9-process custom job shop

Show evidence & agents

Area 03 · $286K–$660K / yr

Supply Chain & Logistics

One purchasing manager handles raw material procurement for 240,000 sq ft across two plants. Freight scheduling is confirmed manual.

Procurement optimization, freight routing

AI Procurement Optimization

$186K–$372K
Very High ImpactEfficiency gain on 1 purchasing manager

2–4% savings on est. $9.3M steel/aluminum spend (17.5% of $53M revenue)

Show evidence & agents

Logistics & Freight Optimization

$100K–$288K
High ImpactEfficiency gain

3–8% freight cost reduction on est. $3.2M annual freight spend

Show evidence & agents

Area 04 · $111K–$203K / yr

Human Resources & Administration

Elevated hiring activity confirmed March 2026 — more open Operations and Sales roles than any point in the past 12 months.

Recruiting automation, AP/finance automation

AI Recruiting & Candidate Screening

$42K–$78K
High Impact0.5–1 HR role

0.5–1 HR role × $52K + reduced time-to-fill on plant floor roles

Show evidence & agents

Finance & AP Automation

$69K–$125K
Medium Impact0.5–1 AP role

0.5–1 AP role × $52K + error reduction on Fortune 500 OEM invoice volume

Show evidence & agents

Return on Investment

The Financial Picture

$894K–$1.3M

Annual Savings

At full run rate

$2.7M–$3.9M

3-Year Cumulative

Conservative–optimistic

18–24 mo

Payback Period

Estimated

$1.7M–$2.9M

Net 3-Year Benefit

After implementation cost

Savings by Functional Area

Sales & Customer Experience

$167K–$280K

Quote generation, CSR agent, sales intelligence

Manufacturing & Quality Control

$330K–$765K

Predictive maintenance, visual inspection, scheduling

Supply Chain & Logistics

$286K–$660K

Procurement optimization, freight routing

HR & Administration

$111K–$203K

Recruiting automation, AP/finance automation

How It Works

No New Hardware Required

All 10 opportunities run on software that connects to existing systems — ERP, email, CNC data feeds, and existing sensors.

Human-in-the-Loop

AI handles the routine work. Your team reviews exceptions, approves decisions, and maintains full control at every step.

Built on Verified Facts

Every savings estimate is tied to a specific, confirmed operational detail from SMF's public record — not generic industry averages.

Phased Approach

A 36-Month Plan Sequenced
by Time-to-Value

Each phase builds on the last. Phase 1 delivers fast, visible wins that fund and justify Phase 2. No big-bang transformation — a disciplined, measurable rollout.

Phase

01

Months 1–6

Quick Wins

$200K–$350K / yr
AI Customer Service AgentAI Recruiting & Candidate ScreeningFinance & AP Automation

Fastest payback: < 3 months per initiative

Phase

02

Months 7–18

Core Operations

$400K–$700K / yr
AI-Assisted Quote GenerationPredictive MaintenanceAI Procurement Optimization

Highest-leverage phase — core workflow automation

Phase

03

Months 19–36

Advanced Optimization

$290K–$600K / yr
AI Visual Quality InspectionAI Production SchedulingLogistics & Freight OptimizationSales Intelligence Platform

Full transformation complete by month 36

$894K–$1.3M

Annual savings at full run rate

$2.7M–$3.9M

Cumulative 3-year savings

18–24 mo

Estimated payback period

$1.7M–$2.9M

Net 3-year benefit after investment