Asbury Automotive Group Inc
c4e24eb6-8d0a-43ae-a818-e6acb605e83a
PRODUCTION_VERIFIED schema v3.0.0 Inferred last heartbeat: 2026-07-26T19:26:02.898298+00:00

Business Model Classification Tokens

consumer_acquisition_channel
null
Inferred
Pending — BM Dev Shop classification run
brand_loyalty_index
null
Inferred
Pending — BM Dev Shop classification run
impulse_vs_considered_purchase
null
Inferred
Pending — BM Dev Shop classification run
retail_distribution_reach
null
Inferred
Pending — BM Dev Shop classification run
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-016 Franchise HOW High
Direct: franchise_compliance_risk=High franchise compliance complexity; ~35 OEM franchise agreements with varying facility, inventory, and customer satisfaction index (CSI) requirements; non-compliance risks franchise termination
SG-036
Product to Capability
WHAT High
SG-049
Subscription
VALUE High

Hybrid Combination

Franchise (SG-016) HOW provides the core structure, combined with Product to Capability (SG-036) + Subscription (SG-049) to form the complete business model fingerprint.

55 Archetypes Evaluated High: 3 Medium: 19 Registry: schemas/sg55_archetype_registry.yaml

Knowledge Graph — All Sections

debt_leverage_profile
0.83x Total Debt / Equity (Moderate leverage)
High
SEC-XBRL
interest_rate_sensitivity
High
Medium
SEC-10K 0001144980-26-000051
geopolitical_supply_exposure
Medium intensity; China's 2025 export-licensing regime on rare-earth magnets and battery-grade graphite is the live chokepoint for auto and EV production, compounded by US Section 232 tariff expansion on steel, aluminum, and copper that repriced the sector's core metal inputs in 2025-2026.
Medium
GICS-commodity-overlay-v2
supply_chain_dependency
High
Medium
SEC-10K 0001144980-26-000051
international_expansion_readiness
Low
Medium
SEC-10K 0001144980-26-000051
geographic_footprint
Domestic (United States, 15 states)
Medium
SEC-10K 0001144980-26-000051
commodity_exposure_profile
Medium intensity; commodities: steel, aluminum, petrochemical resins/plastics, copper, lithium and battery-grade materials (nickel, graphite), lumber, cotton; geopolitical: China's 2025 export-licensing regime on rare-earth magnets and battery-grade graphite is the live chokepoint for auto and EV production, compounded by US Section 232 tariff expansion on steel, aluminum, and copper that repriced the sector's core metal inputs in 2025-2026.
Medium
GICS-commodity-overlay-v2
vendor_lock_dependency_score
High
Medium
SEC-10K 0001144980-26-000051
business_model_type_primary
retailer / franchised dealer network
Medium
SEC-10K 0001144980-26-000051
business_model_type_secondary
finance/insurance product provider (TCA)
Medium
SEC-10K 0001144980-26-000051
switching_cost_profile
Moderate API coupling risk via CDK Global DMS integration; switching DMS costs ~$2-5M per rooftop and 6-12 months disruption; ~350 rooftops creates high aggregate lock-in
Inferred
Agent_Inference
howey_test_risk_index
Negligible Howey Test risk; revenue model is straightforward vehicle/service sales and F&I products — no investment contract structure
Inferred
Agent_Inference
regulatory_burden_tier
Medium
Medium
GICS-regulatory-overlay-v1
data_sovereignty_risk
Moderate
Medium
SEC-10K 0001144980-26-000051
antitrust_exposure_flag
Low-moderate; FTC scrutiny of auto dealer consolidation rising; Asbury holds <2% national market share but regional concentration in Southeast/Sun Belt warrants monitoring
Inferred
Agent_Inference
regulatory_exposure_profile
Medium burden; regimes: FTC, CPSC, NLRB, CFPB, GDPR, SEC; Evolving consumer protection and data-privacy rules squeeze retail margins.
Medium
GICS-regulatory-overlay-v1
revenue_model_type
product sales / transactional
Medium
SEC-10K 0001144980-26-000051
monetization_vector
unit sales / per-transaction
Medium
SEC-10K 0001144980-26-000051
pricing_architecture
Negotiated (for vehicle sales); commission-based (for F&I products)
Medium
SEC-10K 0001144980-26-000051
pricing_power_rating
Weak
Medium
SEC-10K 0001144980-26-000051
target_gross_margin_bracket
17.9% Gross Margin (Thin (<20%))
High
SEC-XBRL
churn_vulnerability_index
High
Medium
SEC-10K 0001144980-26-000051
headcount_cost_structure
Linear
Medium
SEC-10K 0001144980-26-000051
marginal_cost_of_growth
Linear
Medium
SEC-10K 0001144980-26-000051
franchise_compliance_risk
High
Medium
SEC-10K 0001144980-26-000051
customer_acquisition_metric
Omni-channel digital and physical dealership locations
Medium
SEC-10K 0001144980-26-000051
network_effect_present
Minimal network effects; dealership model is geographically local with no cross-customer value creation; Clicklane digital platform has weak network effect potential
Inferred
Agent_Inference
asset_efficiency_ratio
5.7% Return on Assets (Excellent)
High
SEC-XBRL
recession_resistance_tier
Cyclical
Medium
SEC-10K 0001144980-26-000051
customer_segment_primary
consumer
Medium
SEC-10K 0001144980-26-000051
customer_segment_secondary
SMB/independent dealers (for wholesale parts and used vehicles)
Medium
SEC-10K 0001144980-26-000051
characteristic_occupations
["11-0000 Management Occupations", "13-0000 Business and Financial Operations Occupations", "15-0000 Computer and Mathematical Occupations", "23-0000 Legal Occupations", "25-0000 Educational Instruction and Library Occupations", "27-0000 Arts, Design, Entertainment, Sports, and Media Occupations", "35-0000 Food Preparation and Serving Related Occupations", "39-0000 Personal Care and Service Occupations", "41-0000 Sales and Related Occupations", "43-0000 Office and Administrative Support 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
0.22 (HIL — ~22% of characteristic roles agent-automatable)
Medium
SOC-2018 + agentic-exposure-v2
capital_expenditure_profile
0.3% CapEx / Revenue (Low-CapEx Asset-Light)
High
SEC-XBRL
sec_cik
0001144980
High
SEC-EDGAR
ticker
ABG
High
SEC-EDGAR
Filings_Dog_Scope
antitrust_exposure_flag,business_model_type_primary,business_model_type_secondary,churn_vulnerability_index,customer_acquisition_metric,customer_segment_primary,customer_segment_secondary,data_sovereignty_risk,franchise_compliance_risk,geographic_footprint,geopolitical_supply_exposure,headcount_cost_structure,howey_test_risk_index,interest_rate_sensitivity,international_expansion_readiness,marginal_cost_of_growth,monetization_vector,network_effect_present,pricing_architecture,pricing_power_rating,recession_resistance_tier,regulatory_burden_tier,revenue_model_type,supply_chain_dependency,switching_cost_profile,vendor_lock_dependency_score
High
SEC-10K 0001144980-26-000051

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_03PASS2026-07-26no unmet atoms among this persona's authored questions
SKILL_LEGAL_SEC_01PASS2026-07-26no unmet atoms among this persona's authored questions
SKILL_SHORT_BEAR_01PASS2026-07-26no unmet atoms among this persona's authored questions
SKILL_MACRO_STRAT_01FAIL2026-07-261 authored question(s) unanswerable — e.g. QBANK_MACRO_003 n
SKILL_OPS_PARTNER_01PASS2026-07-26no unmet atoms among this persona's authored questions

Live Status

No Live Status block found.