Mayville Engineering Company, Inc.
0134273df42041728a8f272ddd00ff1f
PRODUCTION_VERIFIED schema v3.0.0 Inferred last heartbeat: 2026-07-24T17:05:41.377077+00:00

Business Model Classification Tokens

contract_cycle_length
null
Inferred
Pending — BM Dev Shop classification run
enterprise_sales_motion
null
Inferred
Pending — BM Dev Shop classification run
procurement_complexity
null
Inferred
Pending — BM Dev Shop classification run
vendor_lock_coefficient
null
Inferred
Pending — BM Dev Shop classification run
consumption_unit_definition
null
Inferred
Pending — BM Dev Shop classification run
usage_billing_granularity
null
Inferred
Pending — BM Dev Shop classification run
overage_penalty_structure
null
Inferred
Pending — BM Dev Shop classification run
minimum_commitment_floor
null
Inferred
Pending — BM Dev Shop classification run
metered_margin_profile
null
Inferred
Pending — BM Dev Shop classification run
bundle_discount_depth
null
Inferred
Pending — BM Dev Shop classification run
cross_sell_attach_rate
null
Inferred
Pending — BM Dev Shop classification run
bundle_churn_vs_single_churn
null
Inferred
Pending — BM Dev Shop classification run
bundle_margin_blended
null
Inferred
Pending — BM Dev Shop classification run
upsell_pathway_architecture
null
Inferred
Pending — BM Dev Shop classification run

Business Model Archetype Classification

University of St. Gallen — 55 Business Model Navigator (Gassmann et al.)

SG-036 Product to Capability WHAT High
Direct: revenue_model_type=~70–80% recurring via multi-year supply agreements and program contracts; ~20–30% transactional or spot orders from OEM customers
SG-049
Subscription
VALUE High

Hybrid Combination

Product to Capability (SG-036) WHAT provides the core structure, combined with Subscription (SG-049) to form the complete business model fingerprint.

55 Archetypes Evaluated High: 2 Medium: 16 Registry: schemas/sg55_archetype_registry.yaml

Knowledge Graph — All Sections

debt_leverage_profile
Net debt ~$180M, Net Debt/EBITDA ~2.5x; 20% rate rise adds ~$3.6M annual interest expense assuming floating-rate exposure
Inferred
Agent_Inference
interest_rate_sensitivity
Approximately 60% of debt estimated floating-rate; 20% rate increase (~100bps on base) pressures EPS by ~$0.10–0.15 per share
Inferred
Agent_Inference
geopolitical_supply_exposure
Medium intensity; US-China trade tariffs on metals and components disrupt supply chains.
Medium
GICS-commodity-overlay-v1
supply_chain_dependency
Midwest US steel mill concentration (NLMK, Nucor) and semiconductor/electronics components sourced via Asian supply chains
Inferred
Agent_Inference
international_expansion_readiness
MEC is ~95% domestic US revenue; minimal sovereign currency devaluation exposure; not meaningfully internationally diversified
Inferred
Agent_Inference
geographic_footprint
Primarily US-based manufacturing across ~20 facilities; negligible foreign revenue exposure; currency devaluation risk effectively immaterial
Inferred
Agent_Inference
commodity_exposure_profile
Medium intensity; commodities: Steel, Aluminum, Copper, Crude Oil (fuel), Rare Earth Elements, Plastics/Resins; geopolitical: US-China trade tariffs on metals and components disrupt supply chains.
Medium
GICS-commodity-overlay-v1
vendor_lock_dependency_score
Steel and aluminum represent >40% of COGS; concentrated among 3–5 domestic mills; moderately substitutable but regionally constrained
Inferred
Agent_Inference
business_model_type_primary
Contract manufacturer; cloud infrastructure termination would disrupt ERP/back-office but not core production operations; minimal cloud dependency
Inferred
Agent_Inference
business_model_type_secondary
B2B contract manufacturing; 30-day cloud termination notice would cause administrative disruption but physical manufacturing could continue within weeks
Inferred
Agent_Inference
switching_cost_profile
Low API coupling risk; MEC uses standard ERP (SAP/Oracle-type) systems; not deeply coupled to proprietary cloud APIs in production workflow
Inferred
Agent_Inference
howey_test_risk_index
Fails Howey Test; MEC sells manufactured goods and services under contract, not investment instruments; securities law risk negligible
Inferred
Agent_Inference
regulatory_burden_tier
Medium
Medium
GICS-regulatory-overlay-v1
data_sovereignty_risk
Minimal GDPR/CCPA exposure; B2B manufacturer with limited consumer PII; primary data is engineering specs and procurement records
Inferred
Agent_Inference
antitrust_exposure_flag
Low antitrust risk; fragmented contract manufacturing market; MEC holds no dominant market position in any single product category
Inferred
Agent_Inference
regulatory_exposure_profile
Medium burden; regimes: FAA, DOT, OSHA, EPA, ITAR, FTC; Export controls and defense procurement rules create contract concentration risk.
Medium
GICS-regulatory-overlay-v1
revenue_model_type
~70–80% recurring via multi-year supply agreements and program contracts; ~20–30% transactional or spot orders from OEM customers
Inferred
Agent_Inference
monetization_vector
Long-term OEM supply contracts with index-based pricing adjustments; revenue tied to customer production volumes and program lifecycles
Inferred
Agent_Inference
pricing_architecture
Cost-plus with material surcharge pass-throughs; pricing partially indexed to steel/commodity indices; moderate stress resilience in inflationary environments
Inferred
Agent_Inference
pricing_power_rating
Moderate; long-term contracts limit rapid repricing but commodity pass-throughs provide partial inflation protection; rated 5/10 pricing power
Inferred
Agent_Inference
target_gross_margin_bracket
Gross margins approximately 14–17%; typical for precision contract manufacturing; limited upside without automation investment or mix shift
Inferred
Agent_Inference
churn_vulnerability_index
No meaningful free-rider problem; physical manufactured goods are excludable; customer churn risk tied to OEM program cancellations or insourcing
Inferred
Agent_Inference
headcount_cost_structure
Revenue growth is near-linear with headcount; manufacturing labor is a core cost driver; limited sublinear scaling without significant automation capex
Inferred
Agent_Inference
marginal_cost_of_growth
Doubling revenue requires roughly 70–80% headcount growth plus capex; not a scalable SaaS model; marginal cost of growth remains high
Inferred
Agent_Inference
franchise_compliance_risk
Not applicable; MEC operates owned manufacturing facilities, not a franchise model
Inferred
Agent_Inference
customer_acquisition_metric
At 10x scale, CAC economics improve via larger program wins but capital intensity and tooling costs scale proportionally; ROIC pressure likely
Inferred
Agent_Inference
network_effect_present
No meaningful network effects; contract manufacturing is a bilateral relationship; scale provides cost advantages but not demand-side network effects
Inferred
Agent_Inference
asset_efficiency_ratio
-2.5% Return on Assets (Negative equity)
High
SEC-XBRL
recession_resistance_tier
Tier 3 (cyclical); exposed to agriculture, defense, and commercial vehicle OEM cycles; defense segment (~25% revenue) provides partial recession buffer
Inferred
Agent_Inference
customer_segment_primary
OEM manufacturers in agriculture (AGCO, CNH), commercial vehicles, and construction equipment; top 5 customers likely >50% of revenue
Inferred
Agent_Inference
customer_segment_secondary
Defense and military vehicle manufacturers; powersports and recreational vehicle OEMs; provides diversification but remains B2B OEM concentrated
Inferred
Agent_Inference
characteristic_occupations
["11-0000 Management Occupations", "13-0000 Business and Financial Operations Occupations", "15-0000 Computer and Mathematical Occupations", "17-0000 Architecture and Engineering Occupations", "23-0000 Legal Occupations", "33-0000 Protective Service Occupations", "37-0000 Building and Grounds Cleaning and Maintenance Occupations", "41-0000 Sales and Related Occupations", "43-0000 Office and Administrative Support Occupations", "47-0000 Construction and Extraction Occupations", "49-0000 Installation, Maintenance, and Repair Occupations", "51-0000 Production Occupations", "53-0000 Transportation and Material Moving Occupations"]
High
SOC-2018/GICS-overlay
agent_automatable_labor_share
0.3 (HIL — ~30% of characteristic roles agent-automatable)
Medium
SOC-2018 + agentic-exposure-v1
capital_expenditure_profile
2.1% CapEx / Revenue (Low-CapEx Asset-Light)
High
SEC-XBRL
sec_cik
0001766368
High
SEC-EDGAR
ticker
MEC
High
SEC-EDGAR

Business Model Components

Core Space

> *Pending Turn 2 — Business Model Type Agent population.*

Interaction Modes

> *Pending Turn 2 — Business Model Type Agent population.*

Product Matrix

> *Pending Turn 2 — Business Model Type Agent population.*

Historical Evolution Log

Live Operational Signals

Signal DateSignal TypeSummary
Source

Evaluation Gate — Persona Stress Tests

SKILL_BUFFETT_VAL_03PASS2026-07-24no unmet atoms among this persona's authored questions
SKILL_LEGAL_SEC_01PASS2026-07-24no unmet atoms among this persona's authored questions
SKILL_SHORT_BEAR_01PASS2026-07-24no unmet atoms among this persona's authored questions
SKILL_MACRO_STRAT_01PASS2026-07-24no unmet atoms among this persona's authored questions
SKILL_OPS_PARTNER_01PASS2026-07-24no unmet atoms among this persona's authored questions

Live Status

No Live Status block found.