Weatherford International plc
21735496-6b76-45fe-8216-476e89e742ae
PRODUCTION_VERIFIED schema v3.0.0 Inferred last heartbeat: 2026-07-20T05:57:39.741679+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-036 Product to Capability WHAT High
Direct: revenue_model_type=~60-65% recurring via multi-year MSAs and integrated services contracts; ~35-40% transactional product sales and spot services
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
0.83x Total Debt / Equity (Moderate leverage)
High
SEC-XBRL
interest_rate_sensitivity
~$20M annual interest expense increase per 100bps on ~$2B variable-rate debt; 20bps shift impacts ~$4M pre-tax income
Inferred
Agent_Inference
geopolitical_supply_exposure
High intensity; OPEC+ supply decisions and Russia-Ukraine conflict drive price volatility.
Medium
GICS-commodity-overlay-v1
supply_chain_dependency
Strait of Hormuz (Middle East equipment/materials flow) and Russia-Ukraine corridor (steel/specialty metals sourcing)
Inferred
Agent_Inference
international_expansion_readiness
High exposure: Iraq (IQD managed peg risk), Argentina (chronic peso devaluation ~50%+ annually), Egypt (EGP ~40% devalued 2023)
Inferred
Agent_Inference
geographic_footprint
Operations in 75+ countries; top revenue markets Middle East, Latin America, CIS/Russia face material sovereign currency and political risk
Inferred
Agent_Inference
commodity_exposure_profile
High intensity; commodities: Crude Oil, Natural Gas, Coal, Refined Petroleum Products, Uranium, Steel (equipment); geopolitical: OPEC+ supply decisions and Russia-Ukraine conflict drive price volatility.
Medium
GICS-commodity-overlay-v1
vendor_lock_dependency_score
No single vendor exceeds 30% of input costs; steel/tubular goods sourced from multiple suppliers, but specialty downhole electronics have limited qualified vendors
Inferred
Agent_Inference
business_model_type_primary
Minimal cloud dependency; core operations are field-service and hardware-based; 30-day AWS termination would disrupt back-office ERP/reporting, not revenue delivery
Inferred
Agent_Inference
business_model_type_secondary
Secondary digital/software tools (ForeSite, automation platforms) would face moderate disruption; migration feasible within 60-90 days to alternative cloud
Inferred
Agent_Inference
switching_cost_profile
Low API coupling risk; proprietary WFRD software platforms have moderate integration depth with NOC/IOC customer systems but lack dominant ecosystem lock-in
Inferred
Agent_Inference
howey_test_risk_index
Fails Howey Test; revenue model is oilfield services for consideration, not passive investment profit; securities reclassification risk is negligible
Inferred
Agent_Inference
regulatory_burden_tier
High
Medium
GICS-regulatory-overlay-v1
data_sovereignty_risk
Moderate GDPR exposure via European NOC data; CCPA limited given B2B model; operational data in Middle East/CIS faces localization mandates
Inferred
Agent_Inference
antitrust_exposure_flag
Low-moderate; WFRD competes in fragmented OFS market against SLB, HAL, BKR; no dominant market share position in any single product line exceeding ~15%
Inferred
Agent_Inference
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
~60-65% recurring via multi-year MSAs and integrated services contracts; ~35-40% transactional product sales and spot services
Inferred
Agent_Inference
monetization_vector
Primary: fee-for-service and day-rate integrated drilling/production services; secondary: product sales (completions, tubular running tools)
Inferred
Agent_Inference
pricing_architecture
Day-rate and lump-sum contract pricing; inflation pass-through clauses in ~50% of MSAs; pricing stress emerges when oil drops below $60/bbl triggering operator capex cuts
Inferred
Agent_Inference
pricing_power_rating
Moderate (6/10); differentiated in managed pressure drilling and production optimization but faces commodity pricing pressure in wireline/cementing segments
Inferred
Agent_Inference
target_gross_margin_bracket
22.4% Gross Margin (Moderate (20-40%))
High
SEC-XBRL
churn_vulnerability_index
No free-rider problem; services require contracted deployment; churn risk concentrated in spot-market product sales (~35% of revenue) during downcycles
Inferred
Agent_Inference
headcount_cost_structure
Revenue growth is headcount-sublinear for technology/digital segment but linear for field-service segment; doubling revenue requires ~60-70% headcount increase
Inferred
Agent_Inference
marginal_cost_of_growth
Marginal cost of growth moderate; incremental international contracts require local crew mobilization, equipment capex ~$15-25M per major basin entry
Inferred
Agent_Inference
franchise_compliance_risk
Not applicable; Weatherford is not a franchise business model
Inferred
Agent_Inference
customer_acquisition_metric
At 10x scale, CAC economics improve via existing NOC/IOC framework contracts; key bottleneck is field personnel and equipment availability, not sales cost
Inferred
Agent_Inference
network_effect_present
Weak direct network effects; ForeSite digital platform has modest data-flywheel advantage as well count grows, but not a defensible network-effect moat
Inferred
Agent_Inference
asset_efficiency_ratio
10.7% Return on Assets (Excellent)
High
SEC-XBRL
recession_resistance_tier
Tier 3 (cyclical); revenue highly correlated with oil price and E&P capex; 2020 demonstrated ~30% revenue decline in severe downturn
Inferred
Agent_Inference
customer_segment_primary
National Oil Companies (NOCs) — Saudi Aramco, ADNOC, PEMEX — representing estimated 40-45% of total revenue; high concentration risk
Inferred
Agent_Inference
customer_segment_secondary
International Oil Companies (IOCs) and independent E&P operators — estimated 35-40% of revenue; more price-sensitive and capex-cyclical than NOCs
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", "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
0.33 (HIL — ~33% of characteristic roles agent-automatable)
Medium
SOC-2018 + agentic-exposure-v1
capital_expenditure_profile
4.6% CapEx / Revenue (Low-CapEx Asset-Light)
High
SEC-XBRL
sec_cik
0001603923
High
SEC-EDGAR
ticker
WFRD
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_03PASS2026-07-20no 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.