Baker Hughes Company
b16d95cc-7bcd-45e3-b239-d72756233325
PRODUCTION_VERIFIED schema v3.0.0 Inferred last heartbeat: 2026-07-20T16:02:01.700938+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-049 Subscription VALUE High
Direct: monetization_vector contains [Primary vectors: equipment sales, long-term service agreements (LTSAs), and digital/software subscriptions growing as percentage of industrial segment.]; revenue_model_type=~40% recurring (multi-year service contracts, IDS agreements); ~60% transactional (equipment sales, project-based); improving toward recurring mix.
SG-009
Customer Loyalty
WHO High
SG-014
Flat Rate
VALUE High
SG-037
Product as a Service
VALUE High
SG-036
Product to Capability
WHAT High
SG-010
Digitization
WHAT High

Hybrid Combination

Subscription (SG-049) VALUE provides the core structure, combined with Customer Loyalty (SG-009) + Flat Rate (SG-014) + Product as a Service (SG-037) to form the complete business model fingerprint.

55 Archetypes Evaluated High: 6 Medium: 15 Registry: schemas/sg55_archetype_registry.yaml

Knowledge Graph — All Sections

debt_leverage_profile
Net debt ~$5.8B, debt/EBITDA ~2.0x; a 20% EBITDA decline raises leverage to ~2.5x, still within investment-grade covenants.
Inferred
Agent_Inference
interest_rate_sensitivity
Low
Medium
SEC-10K 0001701605-26-000007
geopolitical_supply_exposure
High intensity; The Strait of Hormuz — pre-war conduit for roughly one-fifth of global oil supply — has been effectively closed since the US/Israel-Iran war began in late February 2026, leaving Gulf production ~8 mb/d below pre-war levels while the US sanctions-waiver regime for Iranian crude (General License X, revoked July 7, 2026) shifts week to week.
Medium
GICS-commodity-overlay-v2
supply_chain_dependency
High
Medium
SEC-10K 0001701605-26-000007
international_expansion_readiness
High
Medium
SEC-10K 0001701605-26-000007
geographic_footprint
Global
Medium
SEC-10K 0001701605-26-000007
commodity_exposure_profile
High intensity; commodities: crude oil (Brent/WTI), natural gas (Henry Hub/TTF/JKM), refined products (gasoline/diesel/jet fuel), natural gas liquids (NGLs), LNG, thermal coal; geopolitical: The Strait of Hormuz — pre-war conduit for roughly one-fifth of global oil supply — has been effectively closed since the US/Israel-Iran war began in late February 2026, leaving Gulf production ~8 mb/d below pre-war levels while the US sanctions-waiver regime for Iranian crude (General License X, revoked July 7, 2026) shifts week to week.
Medium
GICS-commodity-overlay-v2
vendor_lock_dependency_score
High
Medium
SEC-10K 0001701605-26-000007
business_model_type_primary
manufacturer / services provider (integrated solutions)
Medium
SEC-10K 0001701605-26-000007
business_model_type_secondary
asset manager / aftermarket services provider
Medium
SEC-10K 0001701605-26-000007
switching_cost_profile
High
Medium
SEC-10K 0001701605-26-000007
howey_test_risk_index
Low
Medium
SEC-10K 0001701605-26-000007
regulatory_burden_tier
High
Medium
GICS-regulatory-overlay-v1
data_sovereignty_risk
High
Medium
SEC-10K 0001701605-26-000007
antitrust_exposure_flag
Possible
Medium
SEC-10K 0001701605-26-000007
regulatory_exposure_profile
High burden; regimes: EPA, FERC, DOE, CFTC, OSHA, SEC; Accelerating emissions mandates and methane rules threaten capex economics.
Medium
GICS-regulatory-overlay-v1
revenue_model_type
product sales / services
Medium
SEC-10K 0001701605-26-000007
monetization_vector
product sales / services fees / long-term service contracts
Medium
SEC-10K 0001701605-26-000007
pricing_architecture
negotiated / tiered / fixed-fee per contract
Medium
SEC-10K 0001701605-26-000007
pricing_power_rating
Moderate
Medium
SEC-10K 0001701605-26-000007
target_gross_margin_bracket
16.0% Gross Margin (Thin (<20%))
High
SEC-XBRL
churn_vulnerability_index
Low
Medium
SEC-10K 0001701605-26-000007
headcount_cost_structure
Linear
Medium
SEC-10K 0001701605-26-000007
marginal_cost_of_growth
Linear
Medium
SEC-10K 0001701605-26-000007
franchise_compliance_risk
Not a franchise model; not applicable.
Inferred
Agent_Inference
customer_acquisition_metric
Direct sales force with regional focus; centers of excellence
Medium
SEC-10K 0001701605-26-000007
network_effect_present
No
Medium
SEC-10K 0001701605-26-000007
asset_efficiency_ratio
7.0% Return on Assets (Excellent)
High
SEC-XBRL
recession_resistance_tier
Cyclical
Medium
SEC-10K 0001701605-26-000007
customer_segment_primary
enterprise
Medium
SEC-10K 0001701605-26-000007
customer_segment_secondary
industrial / utilities / government
Medium
SEC-10K 0001701605-26-000007
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", "19-0000 Life, Physical, and Social Science Occupations", "23-0000 Legal 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", "53-0000 Transportation and Material Moving Occupations"]
High
SOC-2018/GICS-overlay
agent_automatable_labor_share
0.25 (HIL — ~25% of characteristic roles agent-automatable)
Medium
SOC-2018 + agentic-exposure-v2
capital_expenditure_profile
Capex ~$500-600M annually (~3-4% of revenue); shifting allocation toward LNG, clean energy, and digital infrastructure; legacy oil services capex declining as % of total.
Inferred
Agent_Inference
sec_cik
0001701605
High
SEC-EDGAR
ticker
BKR
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 0001701605-26-000007
insider_buys_6m
0
High
SEC-Form4 0001675255-26-000006..0001193125-26-204656
insider_sells_6m
7
High
SEC-Form4 0001675255-26-000006..0001193125-26-204656
insider_net_shares_6m
-475563
High
SEC-Form4 0001675255-26-000006..0001193125-26-204656
insider_last_transaction_date
2026-07-01
High
SEC-Form4 0001675255-26-000006..0001193125-26-204656
Insider_Dog_Checked
2026-10-04T23:35|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
activist_13d_count_1y
0
Medium
SEC-13D/G registry, subject-verified
blockholder_13g_count_1y
5
Medium
SEC-13D/G registry, subject-verified
activist_last_13d_date
none in window
Medium
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_03PASS2026-07-20no unmet atoms among this persona's authored questions
SKILL_LEGAL_SEC_01PASS2026-07-20no unmet atoms among this persona's authored questions
SKILL_SHORT_BEAR_01PASS2026-07-20no unmet atoms among this persona's authored questions
SKILL_MACRO_STRAT_01PASS2026-07-20no unmet atoms among this persona's authored questions
SKILL_OPS_PARTNER_01PASS2026-07-20no unmet atoms among this persona's authored questions

Live Status

No Live Status block found.