Bark, Inc.
033ec889bdd64721ac976badd82c60c2
PRODUCTION_VERIFIED schema v3.0.0 Inferred last heartbeat: 2026-07-28T00:19:03.656402+00:00

Business Model Classification Tokens

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
base_product_margin
null
Inferred
Pending — BM Dev Shop classification run
consumable_margin
null
Inferred
Pending — BM Dev Shop classification run
switching_cost_architecture
null
Inferred
Pending — BM Dev Shop classification run
consumable_repurchase_frequency
null
Inferred
Pending — BM Dev Shop classification run
blade_dependency_coefficient
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 [Direct-to-consumer subscription bundling of curated dog toys and treats; upsell via add-ons and themed boxes drives incremental ARPU]; revenue_model_type=~70–75% recurring subscription revenue (BarkBox, Super Chewer); ~25–30% transactional (Bark Shop, retail, Amazon channel)
SG-024
Lock-in
WHO High
SG-009
Customer Loyalty
WHO High
SG-014
Flat Rate
VALUE High
SG-037
Product as a Service
VALUE High
SG-006
Cash Machine
VALUE High
SG-053
Two-sided Market
HOW High

Hybrid Combination

Subscription (SG-049) VALUE provides the core structure, combined with Lock-in (SG-024) + Customer Loyalty (SG-009) + Flat Rate (SG-014) to form the complete business model fingerprint.

55 Archetypes Evaluated High: 11 Medium: 20 Registry: schemas/sg55_archetype_registry.yaml

Knowledge Graph — All Sections

debt_leverage_profile
0.00x Total Debt / Equity (Conservative)
High
SEC-XBRL
interest_rate_sensitivity
Low
Medium
SEC-10K 0001628280-26-042242
geopolitical_supply_exposure
Medium intensity; China's 2025 export-licensing regime on rare-earth magnets and battery-grade graphite is the live chokepoint for auto and EV production, compounded by US Section 232 tariff expansion on steel, aluminum, and copper that repriced the sector's core metal inputs in 2025-2026.
Medium
GICS-commodity-overlay-v2
supply_chain_dependency
High
Medium
SEC-10K 0001628280-26-042242
international_expansion_readiness
Low to Moderate
Medium
SEC-10K 0001628280-26-042242
geographic_footprint
Primarily domestic (U.S.) with emerging international opportunities
Medium
SEC-10K 0001628280-26-042242
commodity_exposure_profile
Medium intensity; commodities: steel, aluminum, petrochemical resins/plastics, copper, lithium and battery-grade materials (nickel, graphite), lumber, cotton; geopolitical: China's 2025 export-licensing regime on rare-earth magnets and battery-grade graphite is the live chokepoint for auto and EV production, compounded by US Section 232 tariff expansion on steel, aluminum, and copper that repriced the sector's core metal inputs in 2025-2026.
Medium
GICS-commodity-overlay-v2
vendor_lock_dependency_score
High
Medium
SEC-10K 0001628280-26-042242
business_model_type_primary
DTC e-commerce with omnichannel retail expansion
Medium
SEC-10K 0001628280-26-042242
business_model_type_secondary
Services (BARK Air premium travel)
Medium
SEC-10K 0001628280-26-042242
switching_cost_profile
Moderate
Medium
SEC-10K 0001628280-26-042242
howey_test_risk_index
Low
Medium
SEC-10K 0001628280-26-042242
regulatory_burden_tier
Medium
Medium
GICS-regulatory-overlay-v1
data_sovereignty_risk
Moderate to High
Medium
SEC-10K 0001628280-26-042242
antitrust_exposure_flag
No
Medium
SEC-10K 0001628280-26-042242
regulatory_exposure_profile
Medium burden; regimes: FTC, CPSC, NLRB, CFPB, GDPR, SEC; Evolving consumer protection and data-privacy rules squeeze retail margins.
Medium
GICS-regulatory-overlay-v1
revenue_model_type
Subscription / Transactional (hybrid)
Medium
SEC-10K 0001628280-26-042242
monetization_vector
Recurring subscription fees + transactional retail sales
Medium
SEC-10K 0001628280-26-042242
pricing_architecture
Tiered subscription (1/3/6/12-month options) + transactional retail
Medium
SEC-10K 0001628280-26-042242
pricing_power_rating
Moderate
Medium
SEC-10K 0001628280-26-042242
target_gross_margin_bracket
61.3% Gross Margin (Premium (>60%))
High
SEC-XBRL
churn_vulnerability_index
High
Medium
SEC-10K 0001628280-26-042242
headcount_cost_structure
Sublinear
Medium
SEC-10K 0001628280-26-042242
marginal_cost_of_growth
71.4% OpEx as % Revenue (High Growth Cost)
High
SEC-XBRL
franchise_compliance_risk
null
Inferred
Agent_Inference
customer_acquisition_metric
Digital marketing channels (social media, search, e-commerce platforms)
Medium
SEC-10K 0001628280-26-042242
network_effect_present
No
Medium
SEC-10K 0001628280-26-042242
asset_efficiency_ratio
-22.9% Return on Assets (Negative equity)
High
SEC-XBRL
recession_resistance_tier
Mixed
Medium
SEC-10K 0001628280-26-042242
customer_segment_primary
Consumer (dog owners)
Medium
SEC-10K 0001628280-26-042242
customer_segment_secondary
Retail partners and e-commerce platforms (B2B2C)
Medium
SEC-10K 0001628280-26-042242
characteristic_occupations
["11-0000 Management Occupations", "13-0000 Business and Financial Operations Occupations", "15-0000 Computer and Mathematical Occupations", "23-0000 Legal Occupations", "25-0000 Educational Instruction and Library Occupations", "27-0000 Arts, Design, Entertainment, Sports, and Media Occupations", "35-0000 Food Preparation and Serving Related Occupations", "39-0000 Personal Care and Service Occupations", "41-0000 Sales and Related Occupations", "43-0000 Office and Administrative Support 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
0.22 (HIL — ~22% of characteristic roles agent-automatable)
Medium
SOC-2018 + agentic-exposure-v2
capital_expenditure_profile
Light capex model; capital allocated toward technology/personalization platform and marketing over legacy physical infrastructure; no significant legacy asset drag
Inferred
Agent_Inference
sec_cik
0001819574
High
SEC-EDGAR
ticker
BARK
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_03PASS2026-07-28no unmet atoms among this persona's authored questions
SKILL_LEGAL_SEC_01PASS2026-07-28no unmet atoms among this persona's authored questions
SKILL_SHORT_BEAR_01PASS2026-07-28no unmet atoms among this persona's authored questions
SKILL_MACRO_STRAT_01PASS2026-07-28no unmet atoms among this persona's authored questions
SKILL_OPS_PARTNER_01FAIL2026-07-281 authored question(s) unanswerable — e.g. QBANK_OPS_002 nee

Live Status

No Live Status block found.