Linde plc
4f61948e-ed0a-4b82-bb08-500234b3975d
PRODUCTION_VERIFIED schema v3.0.0 Inferred last heartbeat: 2026-07-25T20:26:53.078343+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
billing_cadence
null
Inferred
Pending — BM Dev Shop classification run
churn_rate_benchmark
null
Inferred
Pending — BM Dev Shop classification run
annual_recurring_revenue_ratio
null
Inferred
Pending — BM Dev Shop classification run
free_trial_conversion_rate
null
Inferred
Pending — BM Dev Shop classification run
subscriber_ltv_model
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=~85% recurring: on-site/pipeline supply contracts (15-20yr terms), merchant liquid contracts (3-5yr), packaged gas retainers; ~15% transactional engineering/project revenue
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
0.75x Total Debt / Equity (Moderate leverage)
High
SEC-XBRL
interest_rate_sensitivity
Moderate
Medium
SEC-10K 0001628280-26-011430
geopolitical_supply_exposure
Medium intensity; China's 2025 export-licensing regime on rare earths and NdFeB magnets (layered on its gallium/germanium/antimony controls) is the live chokepoint for motors, actuators, and defense electronics, while the mid-2025 expansion of US Section 232 tariffs to 50% on steel and aluminum repriced the sector's core structural-metal inputs.
Medium
GICS-commodity-overlay-v2
supply_chain_dependency
Strait of Hormuz (helium sourcing from Qatar/UAE) and US Gulf Coast petrochemical corridors (feedstock hydrogen and CO2 supply)
Inferred
Agent_Inference
international_expansion_readiness
High
Medium
SEC-10K 0001628280-26-011430
geographic_footprint
International
Medium
SEC-10K 0001628280-26-011430
commodity_exposure_profile
Medium intensity; commodities: steel, aluminum, copper, jet fuel / diesel (refined distillates), rare earth elements & NdFeB magnets, titanium, nickel; geopolitical: China's 2025 export-licensing regime on rare earths and NdFeB magnets (layered on its gallium/germanium/antimony controls) is the live chokepoint for motors, actuators, and defense electronics, while the mid-2025 expansion of US Section 232 tariffs to 50% on steel and aluminum repriced the sector's core structural-metal inputs.
Medium
GICS-commodity-overlay-v2
vendor_lock_dependency_score
Moderate
Medium
SEC-10K 0001628280-26-011430
business_model_type_primary
Manufacturer & distributor
Medium
SEC-10K 0001628280-26-011430
business_model_type_secondary
Engineering & project-based services
Medium
SEC-10K 0001628280-26-011430
switching_cost_profile
High
Medium
SEC-10K 0001628280-26-011430
howey_test_risk_index
Low
Medium
SEC-10K 0001628280-26-011430
regulatory_burden_tier
Medium
Medium
GICS-regulatory-overlay-v1
data_sovereignty_risk
High
Medium
SEC-10K 0001628280-26-011430
antitrust_exposure_flag
High historical exposure; 2018 Praxair merger required divestiture of $4B+ assets to gain regulatory approval; duopoly dynamics with Air Products warrant ongoing DOJ/EC monitoring
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
Product sales & services
Medium
SEC-10K 0001628280-26-011430
monetization_vector
Recurring fees from long-term contracts & unit sales
Medium
SEC-10K 0001628280-26-011430
pricing_architecture
Tiered & negotiated with cost pass-through
Medium
SEC-10K 0001628280-26-011430
pricing_power_rating
Moderate
Medium
SEC-10K 0001628280-26-011430
target_gross_margin_bracket
Gross margin ~50-55%; EBITDA margin ~38-40%; industrial gas segment margins structurally protected by asset-intensive barriers and long-term contracts with built-in cost recovery
Inferred
Agent_Inference
churn_vulnerability_index
Low
Medium
SEC-10K 0001628280-26-011430
headcount_cost_structure
Sublinear
Medium
SEC-10K 0001628280-26-011430
marginal_cost_of_growth
Sublinear
Medium
SEC-10K 0001628280-26-011430
franchise_compliance_risk
Not applicable; Linde does not operate a franchise model; all operations are company-owned or joint-ventured with direct management control
Inferred
Agent_Inference
customer_acquisition_metric
Direct enterprise sales with long-term relationship focus
Medium
SEC-10K 0001628280-26-011430
network_effect_present
Weak direct network effects; pipeline network density creates geographic lock-in (more customers per pipeline = lower unit cost) but no traditional demand-side network effects; durable moat via physical infrastructure
Inferred
Agent_Inference
asset_efficiency_ratio
AI displacement risk very low; core operations involve physical gas separation/compression plants; AI can optimize energy consumption (~5-10% savings potential) but cannot displace physical production assets
Inferred
Agent_Inference
recession_resistance_tier
Mixed
Medium
SEC-10K 0001628280-26-011430
customer_segment_primary
Enterprise
Medium
SEC-10K 0001628280-26-011430
customer_segment_secondary
SMB and local/regional customers
Medium
SEC-10K 0001628280-26-011430
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
0.21 (HIL — ~21% of characteristic roles agent-automatable)
Medium
SOC-2018 + agentic-exposure-v2
capital_expenditure_profile
15.5% CapEx / Revenue (High-CapEx Infrastructure)
High
SEC-XBRL
sec_cik
0001707925
High
SEC-EDGAR
ticker
LIN
High
SEC-EDGAR
Filings_Dog_Scope
active_enforcement_matters,antitrust_exposure_flag,business_model_type_primary,business_model_type_secondary,capital_return_posture,channel_inventory_exposure,churn_vulnerability_index,currency_risk_exposure,customer_acquisition_metric,customer_segment_primary,customer_segment_secondary,cyber_framework_alignment,cyber_incident_materiality,cyber_oversight_body,data_sovereignty_risk,employee_headcount,franchise_compliance_risk,geographic_footprint,geopolitical_supply_exposure,headcount_cost_structure,hedging_program_scope,howey_test_risk_index,interest_rate_sensitivity,international_expansion_readiness,key_person_dependency,liquidity_sufficiency_assertion,marginal_cost_of_growth,market_structure,monetization_vector,named_competitors,network_effect_present,pricing_architecture,pricing_power_rating,product_revenue_concentration,purchase_commitment_rigidity,recession_resistance_tier,regulatory_burden_tier,revenue_model_type,seasonality_pattern,supply_chain_dependency,switching_cost_profile,trade_restriction_exposure,vendor_lock_dependency_score
High
SEC-10K 0001628280-26-011430
insider_buys_6m
1
High
SEC-Form4 0001628280-26-057911..0001628280-26-035907
insider_sells_6m
2
High
SEC-Form4 0001628280-26-057911..0001628280-26-035907
insider_net_shares_6m
-5115
High
SEC-Form4 0001628280-26-057911..0001628280-26-035907
insider_last_transaction_date
2026-08-18
High
SEC-Form4 0001628280-26-057911..0001628280-26-035907
Insider_Dog_Checked
2026-10-03T13:44|activist_13d_count_1y,activist_last_13d_date,blockholder_13g_count_1y,insider_buys_6m,insider_last_transaction_date,insider_net_shares_6m,insider_sells_6m
High
SEC-Form4 registry
employee_headcount
65,177; approximately 64% of sales outside U.S.
Medium
SEC-10K 0001628280-26-011430
key_person_dependency
Moderate
Medium
SEC-10K 0001628280-26-011430
named_competitors
L'Air Liquide S.A., Air Products and Chemicals, Inc., Messer Group GmbH, Mitsubishi Chemical Holdings Corporation (through Taiyo Nippon Sanso Corporation)
Medium
SEC-10K 0001628280-26-011430
market_structure
Fragmented
Medium
SEC-10K 0001628280-26-011430
product_revenue_concentration
Industrial gases (geographic segments) = 90% of sales in 2025
Medium
SEC-10K 0001628280-26-011430
capital_return_posture
Dividend+Buyback; 2025: $2,811 million dividends, $4,578 million share repurchases
Medium
SEC-10K 0001628280-26-011430
trade_restriction_exposure
Moderate; tariffs, import/export controls, economic sanctions noted but not quantified
Medium
SEC-10K 0001628280-26-011430
seasonality_pattern
Mild; no significant seasonality
Medium
SEC-10K 0001628280-26-011430
liquidity_sufficiency_assertion
Affirmed
Medium
SEC-10K 0001628280-26-011430
channel_inventory_exposure
Moderate; merchant business uses leased storage containers at customer sites
Medium
SEC-10K 0001628280-26-011430
active_enforcement_matters
No
Medium
SEC-10K 0001628280-26-011430
purchase_commitment_rigidity
High; long-term contracts with minimum purchase requirements
Medium
SEC-10K 0001628280-26-011430
cyber_incident_materiality
No
Medium
SEC-10K 0001628280-26-011430
cyber_framework_alignment
ISO 27001
Medium
SEC-10K 0001628280-26-011430
cyber_oversight_body
Audit Committee; full Board also reviews cybersecurity
Medium
SEC-10K 0001628280-26-011430
currency_risk_exposure
High; approximately 64% of revenue outside U.S.; major exposures in Euro, Chinese yuan, British pound, Brazilian real, Australian dollar
Medium
SEC-10K 0001628280-26-011430
hedging_program_scope
FX forwards and currency swaps for balance sheet exposures and net investments; interest-rate swaps and treasury rate locks for interest rate risk; no commodity
Medium
SEC-10K 0001628280-26-011430
activist_13d_count_1y
0
High
SEC-13D/G registry, subject-verified
blockholder_13g_count_1y
2
High
SEC-13D/G registry, subject-verified
activist_last_13d_date
none in window
High
SEC-13D/G registry, subject-verified

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_03PASS2026-07-25no unmet atoms among this persona's authored questions
SKILL_LEGAL_SEC_01PASS2026-07-25no unmet atoms among this persona's authored questions
SKILL_SHORT_BEAR_01PASS2026-07-25no unmet atoms among this persona's authored questions
SKILL_MACRO_STRAT_01PASS2026-07-25no unmet atoms among this persona's authored questions
SKILL_OPS_PARTNER_01PASS2026-07-25no unmet atoms among this persona's authored questions

Live Status

No Live Status block found.