BeyondSpring Inc.
94c82fdf41644ecca980f87632e4c7c1
PRODUCTION_VERIFIED schema v3.0.0 Inferred last heartbeat: 2026-07-24T01:06:21.499885+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

Business Model Archetype Classification

University of St. Gallen — 55 Business Model Navigator (Gassmann et al.)

SG-049 Subscription VALUE High
Direct: monetization_vector contains [Drug commercialization (product sales) and partnership/licensing fees; no subscription component; revenue is milestone- and approval-contingent.]; revenue_model_type=Predominantly pre-revenue/transactional; commercial revenue depends on plinabulin approval; current revenue from limited licensing deals is non-recurring.
SG-035
Premium
WHO High
SG-036
Product to Capability
WHAT High
SG-009
Customer Loyalty
WHO High
SG-014
Flat Rate
VALUE High
SG-023
Licensing
VALUE High
SG-037
Product as a Service
VALUE High

Hybrid Combination

Subscription (SG-049) VALUE provides the core structure, combined with Premium (SG-035) + Product to Capability (SG-036) + Customer Loyalty (SG-009) to form the complete business model fingerprint.

55 Archetypes Evaluated High: 10 Medium: 13 Registry: schemas/sg55_archetype_registry.yaml

Knowledge Graph — All Sections

debt_leverage_profile
Minimal debt; BeyondSpring is primarily equity-financed with cash burn from R&D; a 20bp rate rise has negligible interest expense impact.
Inferred
Agent_Inference
interest_rate_sensitivity
Low sensitivity; company holds cash/equivalents and carries little to no interest-bearing debt, so rate moves affect yield on cash reserves marginally.
Inferred
Agent_Inference
geopolitical_supply_exposure
Low intensity; China and India supply >60% of global API inputs, creating concentration risk.
Medium
GICS-commodity-overlay-v1
supply_chain_dependency
1) Chinese API/active pharmaceutical ingredient sourcing subject to US-China trade restrictions; 2) US FDA/regulatory approval pathway as single-country chokepoint.
Inferred
Agent_Inference
international_expansion_readiness
Primary markets are US and China; RMB/USD devaluation risk is significant given China-based operations and CNY-denominated costs versus USD reporting currency.
Inferred
Agent_Inference
geographic_footprint
Operations split between US (clinical/regulatory) and China (manufacturing/R&D); heavily exposed to CNY depreciation and US-China geopolitical tensions.
Inferred
Agent_Inference
commodity_exposure_profile
Low intensity; commodities: Active Pharmaceutical Ingredients, Rare Earth Elements, Natural Gas (energy), Plastics/Resins, Ethanol, Packaging Materials; geopolitical: China and India supply >60% of global API inputs, creating concentration risk.
Medium
GICS-commodity-overlay-v1
vendor_lock_dependency_score
Plinabulin synthesis relies on a limited number of Chinese CMOs; single-source API manufacturing represents a non-substitutable critical dependency above 30% threshold.
Inferred
Agent_Inference
business_model_type_primary
Biopharmaceutical drug developer; cloud infrastructure termination would disrupt data/trial management but not core drug development or manufacturing operations.
Inferred
Agent_Inference
business_model_type_secondary
Secondary risk: clinical trial data platforms and electronic data capture systems could face disruption; ~2–4 weeks to migrate trial databases to alternative infrastructure.
Inferred
Agent_Inference
switching_cost_profile
Moderate API/platform coupling risk in clinical data systems; core IP (plinabulin) is proprietary and not platform-dependent, limiting overall switching cost exposure.
Inferred
Agent_Inference
howey_test_risk_index
Revenue model is drug sales/licensing — not an investment contract; Howey Test risk is negligible; equity securities not structured as profit-sharing instruments.
Inferred
Agent_Inference
regulatory_burden_tier
Very High
Medium
GICS-regulatory-overlay-v1
data_sovereignty_risk
Significant: clinical trial patient data collected across US and China creates GDPR (if EU trials expand) and HIPAA exposure; CCPA applies to US patient data handling.
Inferred
Agent_Inference
antitrust_exposure_flag
Low antitrust risk; BeyondSpring is a small-cap oncology biotech with no dominant market share; no pricing or market allocation conduct triggering scrutiny.
Inferred
Agent_Inference
regulatory_exposure_profile
Very High burden; regimes: FDA, CMS, HHS, HIPAA, EMA, OIG; Drug pricing legislation and approval delays directly compress revenue visibility.
Medium
GICS-regulatory-overlay-v1
revenue_model_type
Predominantly pre-revenue/transactional; commercial revenue depends on plinabulin approval; current revenue from limited licensing deals is non-recurring.
Inferred
Agent_Inference
monetization_vector
Drug commercialization (product sales) and partnership/licensing fees; no subscription component; revenue is milestone- and approval-contingent.
Inferred
Agent_Inference
pricing_architecture
Oncology drug pricing subject to CMS negotiation pressure and competitive G-CSF market; plinabulin differentiation on dual mechanism may support modest premium pricing.
Inferred
Agent_Inference
pricing_power_rating
Moderate; oncology supportive care drugs face biosimilar and generic G-CSF competition; differentiated mechanism provides limited but real pricing leverage.
Inferred
Agent_Inference
target_gross_margin_bracket
Target gross margin 70–80% at commercial scale, consistent with specialty oncology drug peers, assuming CMO manufacturing costs normalize post-launch.
Inferred
Agent_Inference
churn_vulnerability_index
No free-rider risk; pharmaceutical product requires prescription and purchase; however, physician adoption stickiness is moderate given competitive alternatives.
Inferred
Agent_Inference
headcount_cost_structure
Revenue growth is sublinear to headcount post-approval; commercialization requires a sales force build, but manufacturing is outsourced, limiting linear headcount scaling.
Inferred
Agent_Inference
marginal_cost_of_growth
Marginal cost of growth is primarily COGS (CMO manufacturing) and sales force; at 10x revenue scale, gross margins improve as fixed R&D costs are amortized.
Inferred
Agent_Inference
franchise_compliance_risk
null
Inferred
Agent_Inference
customer_acquisition_metric
Customer acquisition via oncologist detailing; at 10x scale, CAC rises linearly with sales rep headcount but LTV per prescriber improves with repeat oncology use.
Inferred
Agent_Inference
network_effect_present
No meaningful network effects; pharmaceutical adoption is driven by clinical evidence and physician relationships, not user-base scale dynamics.
Inferred
Agent_Inference
asset_efficiency_ratio
-33.3% Return on Assets (Negative equity)
High
SEC-XBRL
recession_resistance_tier
High recession resistance; cancer supportive care drugs are non-discretionary; oncology treatment demand is largely inelastic to economic cycles.
Inferred
Agent_Inference
customer_segment_primary
Oncologists and hospital/cancer center formulary committees prescribing supportive care agents during chemotherapy.
Inferred
Agent_Inference
customer_segment_secondary
Specialty distributors and group purchasing organizations (GPOs) controlling hospital drug procurement; concentration risk if major GPO excludes plinabulin.
Inferred
Agent_Inference
characteristic_occupations
["11-0000 Management Occupations", "13-0000 Business and Financial Operations Occupations", "15-0000 Computer and Mathematical Occupations", "19-0000 Life, Physical, and Social Science Occupations", "21-0000 Community and Social Service Occupations", "23-0000 Legal Occupations", "29-0000 Healthcare Practitioners and Technical Occupations", "31-0000 Healthcare Support Occupations", "41-0000 Sales and Related Occupations", "43-0000 Office and Administrative Support Occupations", "51-0000 Production Occupations"]
High
SOC-2018/GICS-overlay
agent_automatable_labor_share
0.32 (HIL — ~32% of characteristic roles agent-automatable)
Medium
SOC-2018 + agentic-exposure-v1
capital_expenditure_profile
Capital allocated to clinical trials and regulatory filings, not legacy infrastructure; minimal capex model as manufacturing is outsourced to CMOs in China.
Inferred
Agent_Inference
sec_cik
0001677940
High
SEC-EDGAR
ticker
BYSI
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_01FAIL2026-07-241 authored question(s) unanswerable — e.g. QBANK_OPS_002 nee

Live Status

No Live Status block found.