Spark Energy Inc.
70f08a13-7c98-47b2-ab28-230093cc59f3
PRODUCTION_VERIFIED schema v3.0.0 Inferred last heartbeat: 2026-07-22T04:44:18.088315+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
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
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-024 Lock-in WHO High
Direct: vendor_lock_dependency_score=High dependency on regional utility distribution companies (single-territory monopolies) for last-mile delivery; no substitute for local utility infrastructure.
SG-036
Product to Capability
WHAT High
SG-049
Subscription
VALUE High

Hybrid Combination

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

55 Archetypes Evaluated High: 3 Medium: 18 Registry: schemas/sg55_archetype_registry.yaml

Knowledge Graph — All Sections

debt_leverage_profile
Moderate leverage; net debt ~$150M, debt/EBITDA ~2-3x; 20% rate rise adds ~$3-5M annual interest expense, pressuring thin retail energy margins.
Inferred
Agent_Inference
interest_rate_sensitivity
Variable-rate credit facility exposure means 20% rate increase compresses EBITDA margins by ~50-100bps; refinancing risk moderate given energy sector volatility.
Inferred
Agent_Inference
geopolitical_supply_exposure
High intensity; European gas dependency on Russia exposed structural energy security vulnerabilities.
Medium
GICS-commodity-overlay-v1
supply_chain_dependency
1) Gulf Coast natural gas pipeline chokepoints (Permian/Henry Hub); 2) PJM/ERCOT grid interconnection constraints affecting electricity procurement.
Inferred
Agent_Inference
international_expansion_readiness
Spark operates almost exclusively in U.S. domestic retail energy markets; sovereign currency devaluation exposure is effectively negligible.
Inferred
Agent_Inference
geographic_footprint
Primarily U.S.-only retail energy supplier across ~20 states and D.C.; no material international revenue, so FX devaluation risk is near zero.
Inferred
Agent_Inference
commodity_exposure_profile
High intensity; commodities: Natural Gas, Coal, Uranium, Crude Oil, Copper (grid), Lithium (storage); geopolitical: European gas dependency on Russia exposed structural energy security vulnerabilities.
Medium
GICS-commodity-overlay-v1
vendor_lock_dependency_score
High dependency on regional utility distribution companies (single-territory monopolies) for last-mile delivery; no substitute for local utility infrastructure.
Inferred
Agent_Inference
business_model_type_primary
Asset-light retail energy supplier; no material cloud infrastructure dependency — operations rely on billing/CRM systems, not AWS/GCP/Azure at mission-critical scale.
Inferred
Agent_Inference
business_model_type_secondary
Secondary IT systems (billing, enrollment platforms) could migrate within 60-90 days; cloud termination disruptive but not existential given utility-based operations.
Inferred
Agent_Inference
switching_cost_profile
Low-to-moderate API coupling risk; third-party billing and EDI systems with utilities are standardized but switching vendors requires 3-6 months of re-integration.
Inferred
Agent_Inference
howey_test_risk_index
Fails Howey Test — retail electricity/gas sales are commodity utility services, not investment contracts; securities classification risk is essentially zero.
Inferred
Agent_Inference
regulatory_burden_tier
Very High
Medium
GICS-regulatory-overlay-v1
data_sovereignty_risk
Moderate CCPA exposure (California residential customers); limited GDPR risk given no EU operations; customer PII in billing systems requires standard state-level compliance.
Inferred
Agent_Inference
antitrust_exposure_flag
Low antitrust risk; Spark is a small-cap retail energy competitor in deregulated markets dominated by large utilities; no market-dominant position.
Inferred
Agent_Inference
regulatory_exposure_profile
Very High burden; regimes: FERC, NERC, EPA, NRC, State PUCs, DOE; Rate-case lag and clean-energy mandates compress returns on regulated asset base.
Medium
GICS-regulatory-overlay-v1
revenue_model_type
~60-70% quasi-recurring via fixed-rate multi-month contracts; ~30-40% transactional spot/variable-rate customers with high churn risk.
Inferred
Agent_Inference
monetization_vector
Spread-based monetization: buys wholesale electricity/gas, resells to residential/SMB customers at marked-up retail rates; margin is commodity spread.
Inferred
Agent_Inference
pricing_architecture
Fixed vs. variable rate product mix; fixed-rate contracts cap downside but create commodity squeeze risk; variable-rate margins erode in commodity spikes.
Inferred
Agent_Inference
pricing_power_rating
Low pricing power; retail energy is near-commodity product with easy customer switching; price premium limited to ~5-10% above utility default service.
Inferred
Agent_Inference
target_gross_margin_bracket
Gross margins typically 10-20% for retail energy suppliers; Spark historically operates in 12-18% gross margin range on energy revenues.
Inferred
Agent_Inference
churn_vulnerability_index
High churn vulnerability; residential energy customers switch freely in deregulated markets; annual churn rates estimated 25-40%; no meaningful free-rider dynamic.
Inferred
Agent_Inference
headcount_cost_structure
Largely headcount-sublinear; customer growth manageable via automated billing/EDI; doubling revenue requires ~20-30% headcount increase, not 100%.
Inferred
Agent_Inference
marginal_cost_of_growth
Marginal cost of adding customers is primarily commodity procurement cost + CAC (~$100-200/customer); back-office costs scale modestly; model is operationally leverageable.
Inferred
Agent_Inference
franchise_compliance_risk
No franchise network; operates as direct retail energy provider under state PUC licenses; compliance drift risk is regulatory license renewal, not franchise drift.
Inferred
Agent_Inference
customer_acquisition_metric
CAC ~$100-250/residential customer; at 10x scale, CAC likely rises due to market saturation in deregulated states; LTV/CAC ratio under pressure.
Inferred
Agent_Inference
network_effect_present
No network effects; retail energy is a point-to-point commodity service; customer additions do not improve product value for existing customers.
Inferred
Agent_Inference
asset_efficiency_ratio
AI displacement risk low-to-moderate; billing, customer service, and pricing optimization are AI-automatable, potentially reducing SG&A 10-15% over 3-5 years.
Inferred
Agent_Inference
recession_resistance_tier
Tier 2 recession resistance; energy is essential but customers downgrade to utility default service or conserve usage during recessions, compressing volumes.
Inferred
Agent_Inference
customer_segment_primary
Residential households in deregulated U.S. energy markets (~70% of revenue); high volume, low margin, high churn.
Inferred
Agent_Inference
customer_segment_secondary
Small-to-medium businesses (SMBs) in deregulated states (~30% of revenue); slightly better margins and lower churn than residential.
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", "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"]
High
SOC-2018/GICS-overlay
agent_automatable_labor_share
0.34 (HIL — ~34% of characteristic roles agent-automatable)
Medium
SOC-2018 + agentic-exposure-v1
capital_expenditure_profile
Asset-light; minimal capex (~1-2% of revenue); capital allocated to IT/billing systems and customer acquisition; no legacy infrastructure reinvestment required.
Inferred
Agent_Inference
sec_cik
1599489
Inferred
Agent_Inference
ticker
SPKE; historically traded at discount to book reflecting thin margins, high churn risk, and commodity spread compression — geopolitical gas supply risk amplifies discount.
Inferred
Agent_Inference

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_03PASS2026-07-22no unmet atoms among this persona's authored questions
SKILL_LEGAL_SEC_01PASS2026-07-22no unmet atoms among this persona's authored questions
SKILL_SHORT_BEAR_01PASS2026-07-22no unmet atoms among this persona's authored questions
SKILL_MACRO_STRAT_01PASS2026-07-22no unmet atoms among this persona's authored questions
SKILL_OPS_PARTNER_01PASS2026-07-22no unmet atoms among this persona's authored questions

Live Status

No Live Status block found.