Driven Brands Holdings Inc
651c1af8-72af-4fad-a7ba-65424c76d075
PRODUCTION_VERIFIED schema v3.0.0 Inferred last heartbeat: 2026-07-29T23:16:50.585862+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
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
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: business_model_type_primary=Primarily physical service franchise network; cloud disruption would impair POS, scheduling, and royalty-tracking systems but not core operations; franchise_compliance_risk=High compliance drift risk across ~4,900 franchised locations; brand standards, environmental (used oil disposal), and pricing consistency are chronic challenges
SG-049
Subscription
VALUE High
SG-009
Customer Loyalty
WHO High
SG-014
Flat Rate
VALUE High
SG-023
Licensing
VALUE High
SG-037
Product as a Service
VALUE High
SG-036
Product to Capability
WHAT High

Hybrid Combination

Franchise (SG-016) HOW provides the core structure, combined with Subscription (SG-049) + Customer Loyalty (SG-009) + Flat Rate (SG-014) to form the complete business model fingerprint.

55 Archetypes Evaluated High: 10 Medium: 20 Registry: schemas/sg55_archetype_registry.yaml

Knowledge Graph — All Sections

debt_leverage_profile
2.81x Total Debt / Equity (High leverage)
High
SEC-XBRL
interest_rate_sensitivity
Moderate
Medium
SEC-10K 0001804745-26-000048
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
Moderate
Medium
SEC-10K 0001804745-26-000048
international_expansion_readiness
Moderate
Medium
SEC-10K 0001804745-26-000048
geographic_footprint
Primarily domestic North America with limited international
Medium
SEC-10K 0001804745-26-000048
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
Moderate
Medium
SEC-10K 0001804745-26-000048
business_model_type_primary
Franchisor with company-operated locations
Medium
SEC-10K 0001804745-26-000048
business_model_type_secondary
Product distributor (1-800 Radiator parts distribution)
Medium
SEC-10K 0001804745-26-000048
switching_cost_profile
Moderate
Medium
SEC-10K 0001804745-26-000048
howey_test_risk_index
Low
Medium
SEC-10K 0001804745-26-000048
regulatory_burden_tier
Medium
Medium
GICS-regulatory-overlay-v1
data_sovereignty_risk
Moderate
Medium
SEC-10K 0001804745-26-000048
antitrust_exposure_flag
No
Medium
SEC-10K 0001804745-26-000048
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
Transactional + Licensing
Medium
SEC-10K 0001804745-26-000048
monetization_vector
Recurring fees (franchise royalties) + service transactions
Medium
SEC-10K 0001804745-26-000048
pricing_architecture
Tiered + negotiated
Medium
SEC-10K 0001804745-26-000048
pricing_power_rating
Moderate
Medium
SEC-10K 0001804745-26-000048
target_gross_margin_bracket
Company-operated gross margin ~35-40%; consolidated margin ~45-50% when royalty streams (near 100% margin) are included
Inferred
Agent_Inference
churn_vulnerability_index
Moderate
Medium
SEC-10K 0001804745-26-000048
headcount_cost_structure
87.6% OpEx / Revenue (High Cost Structure)
High
SEC-XBRL
marginal_cost_of_growth
87.6% OpEx as % Revenue (High Growth Cost)
High
SEC-XBRL
franchise_compliance_risk
Moderate
Medium
SEC-10K 0001804745-26-000048
customer_acquisition_metric
Multi-channel: brand marketing, data-driven local campaigns, CRM, digital/social media, TV, print, radio
Medium
SEC-10K 0001804745-26-000048
network_effect_present
Partial
Medium
SEC-10K 0001804745-26-000048
asset_efficiency_ratio
2.9% Return on Assets (Excellent)
High
SEC-XBRL
recession_resistance_tier
Mixed
Medium
SEC-10K 0001804745-26-000048
customer_segment_primary
Consumer (retail) + Commercial
Medium
SEC-10K 0001804745-26-000048
customer_segment_secondary
Insurance carriers (direct service recipients for claims management)
Medium
SEC-10K 0001804745-26-000048
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
Capital reallocation toward carwash greenfield builds and technology (DrivenIQ platform); legacy collision/paint brands receiving maintenance capex only
Inferred
Agent_Inference
sec_cik
0001804745
High
SEC-EDGAR
ticker
DRVN
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 0001804745-26-000048

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_03PASS2026-07-29no unmet atoms among this persona's authored questions
SKILL_LEGAL_SEC_01PASS2026-07-29no unmet atoms among this persona's authored questions
SKILL_SHORT_BEAR_01PASS2026-07-29no unmet atoms among this persona's authored questions
SKILL_MACRO_STRAT_01PASS2026-07-29no unmet atoms among this persona's authored questions
SKILL_OPS_PARTNER_01PASS2026-07-29no unmet atoms among this persona's authored questions

Live Status

No Live Status block found.