WANG & LEE GROUP, Inc.
bf48e3fcb9794a019fff5076025101a1
PRODUCTION_VERIFIED schema v3.0.0 Inferred last heartbeat: 2026-07-24T22:43:14.506785+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 [Fee-for-service and project-based billings; minimal recurring SaaS or retainer revenue identified in public disclosures]; revenue_model_type=Predominantly transactional; recurring revenue fraction estimated below 20% given project/consulting orientation and absence of disclosed subscription contracts
SG-037
Product as a Service
VALUE High
SG-024
Lock-in
WHO High
SG-036
Product to Capability
WHAT High

Hybrid Combination

Subscription (SG-049) VALUE provides the core structure, combined with Product as a Service (SG-037) + Lock-in (SG-024) + Product to Capability (SG-036) to form the complete business model fingerprint.

55 Archetypes Evaluated High: 4 Medium: 15 Registry: schemas/sg55_archetype_registry.yaml

Knowledge Graph — All Sections

debt_leverage_profile
Micro-cap shell/holding company; minimal disclosed debt; 20% rate rise has negligible modeled interest expense impact given near-zero leverage
Inferred
Agent_Inference
interest_rate_sensitivity
Low sensitivity; company carries minimal long-term debt obligations, limiting direct interest cost exposure to rate fluctuations
Inferred
Agent_Inference
geopolitical_supply_exposure
Medium intensity; US-China trade tariffs on metals and components disrupt supply chains.
Medium
GICS-commodity-overlay-v1
supply_chain_dependency
Primarily US-China corridor dependency; key chokepoints are Taiwan Strait semiconductor flow and South China Sea shipping lanes
Inferred
Agent_Inference
international_expansion_readiness
Limited disclosed international revenue; sovereign currency devaluation exposure is minimal given predominantly domestic US operations
Inferred
Agent_Inference
geographic_footprint
Operations concentrated in US market; negligible multi-currency revenue exposure; devaluation risk effectively immaterial at current scale
Inferred
Agent_Inference
commodity_exposure_profile
Medium intensity; commodities: Steel, Aluminum, Copper, Crude Oil (fuel), Rare Earth Elements, Plastics/Resins; geopolitical: US-China trade tariffs on metals and components disrupt supply chains.
Medium
GICS-commodity-overlay-v1
vendor_lock_dependency_score
Insufficient public data to confirm >30% single-vendor concentration; likely high dependency given small operational scale and limited supplier diversification
Inferred
Agent_Inference
business_model_type_primary
Early-stage or holding company model; cloud infrastructure termination risk moderate but operations small enough for rapid migration within 30 days
Inferred
Agent_Inference
business_model_type_secondary
Holding/investment vehicle with ancillary services; secondary model likely asset management or consulting with minimal cloud-critical workloads
Inferred
Agent_Inference
switching_cost_profile
Low API coupling complexity; early-stage firm unlikely to have deep proprietary API integrations creating significant switching friction
Inferred
Agent_Inference
howey_test_risk_index
Low Howey Test risk; revenue model appears services/consulting based, not structured as passive investment profit-sharing scheme
Inferred
Agent_Inference
regulatory_burden_tier
Medium
Medium
GICS-regulatory-overlay-v1
data_sovereignty_risk
Limited disclosed customer PII handling; GDPR/CCPA exposure likely low but unaudited compliance posture is a latent regulatory risk
Inferred
Agent_Inference
antitrust_exposure_flag
Negligible antitrust exposure; company lacks sufficient market share in any defined market to attract regulatory scrutiny
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
Predominantly transactional; recurring revenue fraction estimated below 20% given project/consulting orientation and absence of disclosed subscription contracts
Inferred
Agent_Inference
monetization_vector
Fee-for-service and project-based billings; minimal recurring SaaS or retainer revenue identified in public disclosures
Inferred
Agent_Inference
pricing_architecture
Cost-plus or market-rate pricing typical of small holding/services firms; limited pricing power under competitive stress scenarios
Inferred
Agent_Inference
pricing_power_rating
Weak; commoditized service offerings with no disclosed proprietary differentiation support minimal ability to raise prices independently
Inferred
Agent_Inference
target_gross_margin_bracket
Estimated 20–40% gross margin bracket typical for small services/consulting holding companies; no high-margin software layer identified
Inferred
Agent_Inference
churn_vulnerability_index
High vulnerability; transactional model with no lock-in creates significant free-rider and churn exposure upon competitive alternatives emerging
Inferred
Agent_Inference
headcount_cost_structure
Revenue growth is headcount-linear; services model requires proportional staff additions to scale revenue, limiting operating leverage
Inferred
Agent_Inference
marginal_cost_of_growth
High marginal cost of growth; doubling revenue likely requires near-doubling of billable headcount with minimal automation offset
Inferred
Agent_Inference
franchise_compliance_risk
No franchise network identified; token not applicable to current disclosed business structure
Inferred
Agent_Inference
customer_acquisition_metric
Unit economics at 10x scale untested; current CAC and LTV metrics are undisclosed, making scale extrapolation speculative but structurally challenging
Inferred
Agent_Inference
network_effect_present
No identifiable network effects; service business model does not generate cross-user value compounding with scale
Inferred
Agent_Inference
asset_efficiency_ratio
AI displacement risk moderate-to-high; routine consulting and administrative functions are highly substitutable by AI tooling
Inferred
Agent_Inference
recession_resistance_tier
Low recession resistance; discretionary B2B services spending is among first cut in economic downturns
Inferred
Agent_Inference
customer_segment_primary
Small-to-mid-size business clients; likely high concentration with top 3 customers representing disproportionate share of revenue
Inferred
Agent_Inference
customer_segment_secondary
Possible individual/family office clients given founder profile; secondary segment represents meaningful concentration risk
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", "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
0.3 (HIL — ~30% of characteristic roles agent-automatable)
Medium
SOC-2018 + agentic-exposure-v1
capital_expenditure_profile
Minimal capex; capital allocation appears maintenance-mode with no disclosed shift toward future-state infrastructure investment
Inferred
Agent_Inference
sec_cik
0001899658
High
SEC-EDGAR
ticker
WLGSF
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_03PASS2026-07-24no unmet atoms among this persona's authored questions
SKILL_LEGAL_SEC_01PASS2026-07-24no unmet atoms among this persona's authored questions
SKILL_SHORT_BEAR_01PASS2026-07-24no unmet atoms among this persona's authored questions
SKILL_MACRO_STRAT_01PASS2026-07-24no unmet atoms among this persona's authored questions
SKILL_OPS_PARTNER_01PASS2026-07-24no unmet atoms among this persona's authored questions

Live Status

No Live Status block found.