Vistra Corp
d3aa7f82-3c8a-4a66-b9b2-e121b74c4354
PRODUCTION_VERIFIED schema v3.0.0 Inferred last heartbeat: 2026-07-22T02:02:12.525087+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
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-010 Digitization WHAT High
Direct: business_model_type_primary=Cloud infrastructure termination is not operationally material; Vistra's core power generation and retail electricity operations rely on OT/SCADA systems, not cloud-dependent SaaS; marginal_cost_of_growth=Marginal growth cost is capital-heavy (plant upgrades, new capacity) but headcount-sublinear; incremental MWh from existing fleet has near-zero labor cost increase
SG-036
Product to Capability
WHAT High
SG-001
Add-on
WHO High
SG-022
Layer Player
HOW High
SG-025
Long Tail
WHAT High
SG-024
Lock-in
WHO High
SG-049
Subscription
VALUE High

Hybrid Combination

Digitization (SG-010) WHAT provides the core structure, combined with Product to Capability (SG-036) + Add-on (SG-001) + Layer Player (SG-022) to form the complete business model fingerprint.

55 Archetypes Evaluated High: 7 Medium: 23 Registry: schemas/sg55_archetype_registry.yaml

Knowledge Graph — All Sections

debt_leverage_profile
3.34x Total Debt / Equity (High leverage)
High
SEC-XBRL
interest_rate_sensitivity
~$50M annual interest expense increase per 100bps rise; Vistra carries ~$10B+ debt, floating-rate exposure moderate, hedged partially via fixed-rate instruments
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
Natural gas pipeline chokepoints (Permian/Gulf Coast corridors) and uranium enrichment concentration in Russia/Kazakhstan for nuclear fuel supply
Inferred
Agent_Inference
international_expansion_readiness
null
Inferred
Agent_Inference
geographic_footprint
Vistra is ~99% domestic U.S. revenue; sovereign currency devaluation risk is effectively zero across top markets
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
Natural gas suppliers and grid operators (ERCOT, PJM) are operationally critical but no single vendor exceeds 30% of input cost; gas markets are liquid
Inferred
Agent_Inference
business_model_type_primary
Cloud infrastructure termination is not operationally material; Vistra's core power generation and retail electricity operations rely on OT/SCADA systems, not cloud-dependent SaaS
Inferred
Agent_Inference
business_model_type_secondary
Retail electricity billing and CRM platforms have some cloud dependency, but disruption would be a weeks-long inconvenience, not existential; backup systems exist
Inferred
Agent_Inference
switching_cost_profile
Minimal API coupling risk; Vistra operates physical energy infrastructure with proprietary plant control systems, not API-dependent software architectures
Inferred
Agent_Inference
howey_test_risk_index
Near-zero Howey Test risk; Vistra sells electricity (a commodity/utility service), not investment contracts or profit-sharing arrangements
Inferred
Agent_Inference
regulatory_burden_tier
Very High
Medium
GICS-regulatory-overlay-v1
data_sovereignty_risk
Low-to-moderate; retail electricity customers generate billing/usage data subject to CCPA in Texas/California; no significant GDPR exposure given U.S.-only operations
Inferred
Agent_Inference
antitrust_exposure_flag
Moderate-high; Vistra is one of largest competitive power generators in ERCOT and PJM; FERC scrutiny elevated post-Energy Harbor acquisition (~5GW nuclear added)
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
~40-50% recurring via multi-year retail electricity contracts and capacity market revenues; ~50-60% transactional via wholesale spot power sales
Inferred
Agent_Inference
monetization_vector
Electricity commodity sales (wholesale + retail) plus capacity payments; ancillary services and RECs represent secondary monetization streams
Inferred
Agent_Inference
pricing_architecture
Dual-track: retail fixed-rate contracts (margin-compressed under cost spikes) and wholesale market price exposure; nuclear assets provide low-cost baseload pricing advantage
Inferred
Agent_Inference
pricing_power_rating
Moderate-high for nuclear/gas peaker assets during scarcity events; retail segment faces intense price competition; overall pricing power rated 6.5/10
Inferred
Agent_Inference
target_gross_margin_bracket
Consolidated gross margin ~25-35%; nuclear segment margins significantly higher (~50%+); retail electricity segment thin at ~5-10% gross margin
Inferred
Agent_Inference
churn_vulnerability_index
Retail electricity churn is elevated (~15-20% annually typical for competitive markets); no meaningful free-rider problem, but price-sensitive residential customers defect frequently
Inferred
Agent_Inference
headcount_cost_structure
Revenue growth is largely capital- and fuel-sublinear on headcount; doubling power output requires minimal headcount increase; operations are asset-intensive not labor-intensive
Inferred
Agent_Inference
marginal_cost_of_growth
Marginal growth cost is capital-heavy (plant upgrades, new capacity) but headcount-sublinear; incremental MWh from existing fleet has near-zero labor cost increase
Inferred
Agent_Inference
franchise_compliance_risk
null
Inferred
Agent_Inference
customer_acquisition_metric
At 10x retail scale, CAC economics improve via brand leverage but grid/regulatory constraints cap growth; current CAC ~$150-250/residential customer with ~3-year payback
Inferred
Agent_Inference
network_effect_present
No meaningful network effects; electricity is a commodity utility with zero demand-side network effects; scale benefits are cost-side only (fuel procurement, O&M efficiency)
Inferred
Agent_Inference
asset_efficiency_ratio
2.7% Return on Assets (Excellent)
High
SEC-XBRL
recession_resistance_tier
Tier 2 recession-resistant; electricity demand inelastic for residential/commercial baseload; wholesale prices compress in recessions reducing merchant revenue significantly
Inferred
Agent_Inference
customer_segment_primary
Residential and small-commercial retail electricity customers (~70% of retail revenue) with high individual volume but no single customer concentration risk
Inferred
Agent_Inference
customer_segment_secondary
Wholesale power purchasers (utilities, municipalities, C&I buyers) via long-term PPAs; data center/hyperscaler offtake agreements growing as secondary segment
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
15.6% CapEx / Revenue (High-CapEx Infrastructure)
High
SEC-XBRL
sec_cik
0001692819
High
SEC-EDGAR
ticker
VST
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_03PASS2026-07-22no 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_01FAIL2026-07-221 authored question(s) unanswerable — e.g. QBANK_MACRO_003 n
SKILL_OPS_PARTNER_01FAIL2026-07-221 authored question(s) unanswerable — e.g. QBANK_OPS_002 nee

Live Status

No Live Status block found.