AAR CORP
16172e7d0d0944a396ebfa60ca46b50b
PRODUCTION_VERIFIED schema v3.0.0 Inferred last heartbeat: 2026-07-23T06:09:34.354194+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-006 Cash Machine VALUE High
Direct: debt_leverage_profile=0.00x Total Debt / Equity (Conservative). Corroborated: revenue_model_type=~60-65% recurring via multi-year government and commercial airline MRO contracts; ~35-40% transactional component and parts sales
SG-036
Product to Capability
WHAT High
SG-049
Subscription
VALUE High
SG-039
Public Private Partnership
HOW High

Hybrid Combination

Cash Machine (SG-006) VALUE provides the core structure, combined with Product to Capability (SG-036) + Subscription (SG-049) + Public Private Partnership (SG-039) to form the complete business model fingerprint.

55 Archetypes Evaluated High: 4 Medium: 15 Registry: schemas/sg55_archetype_registry.yaml

Knowledge Graph — All Sections

debt_leverage_profile
0.00x Total Debt / Equity (Conservative)
High
SEC-XBRL
interest_rate_sensitivity
A 200bps rate increase adds ~$8-12M annual interest expense given ~$400M variable-rate debt; meaningful but manageable at ~3-5% of EBITDA
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
Middle East MRO parts logistics (Gulf airspace) and Indo-Pacific military component sourcing from Taiwan-adjacent suppliers
Inferred
Agent_Inference
international_expansion_readiness
Moderate exposure: UK GBP (~15% intl revenue), EUR (~10%), and emerging Middle East USD-pegged contracts limit devaluation risk materially
Inferred
Agent_Inference
geographic_footprint
Operations in 30+ countries; top revenue markets UK, Netherlands, Middle East—GBP and EUR present ~20-25% of revenue with real devaluation exposure
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
No single vendor exceeds 30% of input costs; Boeing and Airbus OEM parts are concentrated but substitutable via PMA and DER approvals
Inferred
Agent_Inference
business_model_type_primary
Minimal disruption; AAR operates predominantly physical MRO/logistics infrastructure with on-premise and proprietary systems, not cloud-dependent
Inferred
Agent_Inference
business_model_type_secondary
Some back-office ERP and supply chain systems on cloud, but core MRO operations are facility- and technician-based, not digitally delivered
Inferred
Agent_Inference
switching_cost_profile
Low API coupling risk; AAR's core value is physical MRO labor and hangar capacity, not software integrations or platform APIs
Inferred
Agent_Inference
howey_test_risk_index
Near-zero Howey risk; revenue derives from fee-for-service aircraft maintenance and government logistics contracts, not investment schemes
Inferred
Agent_Inference
regulatory_burden_tier
Medium
Medium
GICS-regulatory-overlay-v1
data_sovereignty_risk
Moderate GDPR exposure via EU operations; CCPA limited given B2B focus; DoD contract data handling under CMMC/ITAR adds compliance complexity
Inferred
Agent_Inference
antitrust_exposure_flag
Low-moderate; MRO market fragmented with Lufthansa Technik, ST Engineering as peers; no dominant market share exceeding 15% globally
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
~60-65% recurring via multi-year government and commercial airline MRO contracts; ~35-40% transactional component and parts sales
Inferred
Agent_Inference
monetization_vector
Labor-hour and cost-plus government contracts plus commercial MRO time-and-materials; parts distribution adds transactional margin
Inferred
Agent_Inference
pricing_architecture
Cost-plus on government contracts limits margin compression risk; commercial MRO pricing tied to labor rates and parts costs, vulnerable to wage inflation
Inferred
Agent_Inference
pricing_power_rating
Moderate (6/10); long-term government contracts provide stability but limit upside; commercial airline customers have negotiating leverage on renewal
Inferred
Agent_Inference
target_gross_margin_bracket
19.0% Gross Margin (Thin (<20%))
High
SEC-XBRL
churn_vulnerability_index
No free-rider problem; services are contractual and physical; churn risk tied to airline bankruptcies and DoD budget sequestration
Inferred
Agent_Inference
headcount_cost_structure
Largely headcount-linear; MRO is labor-intensive—doubling revenue requires ~80-85% proportional headcount growth; limited operating leverage
Inferred
Agent_Inference
marginal_cost_of_growth
Low scalability without capital investment in hangars and technicians; marginal cost of growth is high relative to software peers
Inferred
Agent_Inference
franchise_compliance_risk
Not applicable; AAR does not operate a franchise model
Inferred
Agent_Inference
customer_acquisition_metric
At 10x scale, CAC efficiency improves via government contract incumbency advantage, but hangar capacity constraints become binding; ROIC likely compresses
Inferred
Agent_Inference
network_effect_present
Minimal network effects; reputation and certifications create barriers but value doesn't compound with user scale
Inferred
Agent_Inference
asset_efficiency_ratio
1.4% Return on Assets (Excellent)
High
SEC-XBRL
recession_resistance_tier
Tier 2 (moderate resilience); government/defense contracts (~40% revenue) are recession-proof; commercial aviation MRO is cyclically sensitive
Inferred
Agent_Inference
customer_segment_primary
U.S. government and DoD (~40% revenue)—high concentration risk mitigated by contract diversification across agencies
Inferred
Agent_Inference
customer_segment_secondary
Commercial airlines globally (~55% revenue)—top 5 airline customers likely represent 25-30% of commercial segment, creating moderate concentration risk
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
1.2% CapEx / Revenue (Low-CapEx Asset-Light)
High
SEC-XBRL
sec_cik
0000001750
High
SEC-EDGAR
ticker
AIR
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_03PASS2026-07-23no unmet atoms among this persona's authored questions
SKILL_LEGAL_SEC_01PASS2026-07-23no unmet atoms among this persona's authored questions
SKILL_SHORT_BEAR_01PASS2026-07-23no unmet atoms among this persona's authored questions
SKILL_MACRO_STRAT_01PASS2026-07-23no unmet atoms among this persona's authored questions
SKILL_OPS_PARTNER_01PASS2026-07-23no unmet atoms among this persona's authored questions

Live Status

No Live Status block found.