ASSEMBLY BIOSCIENCES, INC.
1fb38ef6ba534b9aa471d03895680c1f
PRODUCTION_VERIFIED schema v3.0.0 Inferred last heartbeat: 2026-07-23T17:57:14.902727+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

Business Model Archetype Classification

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

SG-035 Premium WHO High
Direct: pricing_architecture=No commercial pricing yet; future HBV/HDV drug pricing will benchmark against Gilead's Vemlidy (~$15K/year); curative-intent premium pricing likely if functional cure achieved. Corroborated: target_gross_margin_bracket=Projected 80-90% gross margin at commercialization typical for biotech royalty/drug sales; current gross margin not meaningful given pre-revenue stage (High gross margin bracket (>60%) indicates premium positioni)
SG-036
Product to Capability
WHAT High
SG-023
Licensing
VALUE High
SG-024
Lock-in
WHO High
SG-010
Digitization
WHAT High
SG-022
Layer Player
HOW High
SG-025
Long Tail
WHAT High

Hybrid Combination

Premium (SG-035) WHO provides the core structure, combined with Product to Capability (SG-036) + Licensing (SG-023) + Lock-in (SG-024) to form the complete business model fingerprint.

55 Archetypes Evaluated High: 10 Medium: 19 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 direct sensitivity; debt-free clinical-stage biotech funded by equity; 20bp rate shift marginally affects cash runway via money-market yields on ~$150M cash reserves
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) API synthesis from Chinese CROs/CMOs; 2) Taiwanese/Indian active pharmaceutical ingredient manufacturers for HBV/HDV antiviral compounds
Inferred
Agent_Inference
international_expansion_readiness
Negligible currency devaluation exposure; no commercial revenue yet; operations USD-denominated; clinical trial costs in ex-US markets create minor FX exposure
Inferred
Agent_Inference
geographic_footprint
Primarily US-based clinical-stage company; EU and Asia-Pacific clinical trial sites create minor EUR/CNY/AUD exposure; no commercial international revenue
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
High dependency on specialized CROs (e.g., Covance/LabCorp, Charles River) for IND-enabling studies; single CMO relationships for clinical drug supply represent >30% operational input
Inferred
Agent_Inference
business_model_type_primary
Clinical-stage biopharmaceutical; R&D-driven; revenue from partnership/licensing milestones; no commercial product sales; cloud disruption would cause minor operational friction only
Inferred
Agent_Inference
business_model_type_secondary
Collaboration and licensing agreements (e.g., Gilead partnership history); milestone and royalty model upon commercialization; secondary to grant/equity financing
Inferred
Agent_Inference
switching_cost_profile
Low API coupling risk; uses standard scientific software (Dotmatics, Benchling); no proprietary API lock-in; CRO switching costs moderate due to study continuity requirements
Inferred
Agent_Inference
howey_test_risk_index
Low Howey risk; equity shares in a registered biopharmaceutical company; revenue model is milestone/royalty-based, not investment-contract-like; standard SEC-registered securities
Inferred
Agent_Inference
regulatory_burden_tier
Very High
Medium
GICS-regulatory-overlay-v1
data_sovereignty_risk
Moderate GDPR exposure via EU clinical trial patient data; CCPA exposure limited; clinical data governed by ICH-GCP and EMA regulations; requires DPAs with EU CROs
Inferred
Agent_Inference
antitrust_exposure_flag
Low antitrust risk; small-cap clinical-stage company with no market dominance; HBV/HDV drug pipeline competes in fragmented emerging market with Gilead, Roche
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
~100% non-recurring; revenue episodic from partnership milestones and collaboration agreements; no subscription or retainer revenue stream currently
Inferred
Agent_Inference
monetization_vector
Milestone payments, upfront licensing fees, and future royalties on net sales; dependent on clinical success and partnership deal terms
Inferred
Agent_Inference
pricing_architecture
No commercial pricing yet; future HBV/HDV drug pricing will benchmark against Gilead's Vemlidy (~$15K/year); curative-intent premium pricing likely if functional cure achieved
Inferred
Agent_Inference
pricing_power_rating
Potentially high if functional HBV cure demonstrated; payer willingness-to-pay modeled at $50K-$80K one-time curative therapy; current rating speculative pending Phase 2 data
Inferred
Agent_Inference
target_gross_margin_bracket
Projected 80-90% gross margin at commercialization typical for biotech royalty/drug sales; current gross margin not meaningful given pre-revenue stage
Inferred
Agent_Inference
churn_vulnerability_index
No free-rider leakage problem applicable; proprietary IP-protected compounds; no platform or open-access model; pipeline exclusivity maintained via patents
Inferred
Agent_Inference
headcount_cost_structure
Sublinear growth model; clinical success drives milestone revenue without proportional headcount increases; ~60-80 employees; commercialization would require BD and medical affairs hiring
Inferred
Agent_Inference
marginal_cost_of_growth
Near-zero marginal cost of incremental licensing revenue; clinical trial scale-up costs are primary growth expense; CMO manufacturing scale reduces per-unit cost significantly
Inferred
Agent_Inference
franchise_compliance_risk
Not applicable; Assembly Biosciences is not a franchise business model
Inferred
Agent_Inference
customer_acquisition_metric
At 10x scale (post-commercialization), CAC becomes payer/hospital contracting cost; physician detailing force ~200-300 reps estimated for HBV market; CAC payback <1 year for curative therapy
Inferred
Agent_Inference
network_effect_present
No meaningful network effects; drug efficacy independent of user base; scientific data network effects marginal via clinical trial insights; not a platform business
Inferred
Agent_Inference
asset_efficiency_ratio
-2.4% Return on Assets (Negative equity)
High
SEC-XBRL
recession_resistance_tier
Moderate-high recession resistance; HBV/HDV treatments address chronic unmet medical need; patient demand inelastic; funding risk exists if equity markets tighten for biotech
Inferred
Agent_Inference
customer_segment_primary
Biopharmaceutical licensing partners (e.g., large pharma) as primary revenue customers; high concentration risk with limited partnership counterparties
Inferred
Agent_Inference
customer_segment_secondary
End-market patients with chronic HBV/HDV infection (~300M HBV globally); payers (commercial insurers, Medicare, international health systems) as secondary revenue gatekeepers
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
0.1% CapEx / Revenue (Low-CapEx Asset-Light)
High
SEC-XBRL
sec_cik
0001426800
High
SEC-EDGAR
ticker
ASMB
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_03PASS2026-07-23no unmet atoms among this persona's authored questions
SKILL_LEGAL_SEC_01PASS2026-07-23no unmet atoms among this persona's authored questions
SKILL_SHORT_BEAR_01PASS2026-07-23no unmet atoms among this persona's authored questions
SKILL_MACRO_STRAT_01PASS2026-07-23no unmet atoms among this persona's authored questions
SKILL_OPS_PARTNER_01PASS2026-07-23no unmet atoms among this persona's authored questions

Live Status

No Live Status block found.