iBio, Inc.
1a02a0857c204d6ab8ca6eedbb2f32f1
PRODUCTION_VERIFIED schema v3.0.0 Inferred last heartbeat: 2026-07-23T20:33:16.135597+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-036 Product to Capability WHAT High
Direct: revenue_model_type=Predominantly transactional/project-based manufacturing contracts; recurring revenue under multi-year supply agreements estimated below 30% of total; pricing_architecture=Cost-plus and value-based project pricing; vulnerable to raw material inflation and client budget cuts; limited pricing power as emerging CDMO. Corroborated: business_model_type_primary=Contract development and manufacturing organization (CDMO) providing biologics manufacturing services to pharma/biotech clients
SG-023
Licensing
VALUE High
SG-018
From Industry to Solution
WHAT High
SG-048
Solution Provider
WHAT High
SG-026
Make-to-Order
HOW High
SG-027
Mass Customization
WHAT High
SG-035
Premium
WHO High

Hybrid Combination

Product to Capability (SG-036) WHAT provides the core structure, combined with Licensing (SG-023) + From Industry to Solution (SG-018) + Solution Provider (SG-048) to form the complete business model fingerprint.

55 Archetypes Evaluated High: 11 Medium: 16 Registry: schemas/sg55_archetype_registry.yaml

Knowledge Graph — All Sections

debt_leverage_profile
Minimal long-term debt; primarily equity-financed small-cap biotech; 20% rate rise has negligible interest expense impact given near-zero leverage
Inferred
Agent_Inference
interest_rate_sensitivity
Low direct sensitivity; primary risk is higher discount rates compressing DCF valuation and making equity raises more dilutive
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
Single-use bioreactor components (China manufacturing) and specialized raw biologics materials (limited EU/US CDMO suppliers) are top chokepoints
Inferred
Agent_Inference
international_expansion_readiness
Minimal international revenue; USD-denominated operations dominate; sovereign currency devaluation exposure is negligible at current stage
Inferred
Agent_Inference
geographic_footprint
Predominantly US-based operations in Bryan, TX; international revenue near zero; essentially no multi-currency devaluation exposure
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 CDMO equipment vendors and biologics raw material suppliers; substitution is feasible but time-consuming (6-18 months)
Inferred
Agent_Inference
business_model_type_primary
Contract development and manufacturing organization (CDMO) providing biologics manufacturing services to pharma/biotech clients
Inferred
Agent_Inference
business_model_type_secondary
Cloud infrastructure termination would disrupt ERP, data management, and client communication but manufacturing operations are on-premise; moderate 30-day risk
Inferred
Agent_Inference
switching_cost_profile
Moderate API coupling risk; reliance on enterprise lab software and ERP platforms; switching costs real but not existential
Inferred
Agent_Inference
howey_test_risk_index
Low Howey risk; revenue model is fee-for-service manufacturing contracts, not investment schemes; no token or profit-sharing structure
Inferred
Agent_Inference
regulatory_burden_tier
Very High
Medium
GICS-regulatory-overlay-v1
data_sovereignty_risk
Limited GDPR exposure given minimal EU client base; CCPA exposure moderate for employee/vendor data; no large consumer data sets held
Inferred
Agent_Inference
antitrust_exposure_flag
Negligible antitrust risk; small market share in fragmented biologics CDMO market; no dominant position in any segment
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 transactional/project-based manufacturing contracts; recurring revenue under multi-year supply agreements estimated below 30% of total
Inferred
Agent_Inference
monetization_vector
Fee-for-service biologics manufacturing; milestone payments; potential future royalty or licensing streams from FastPharming platform
Inferred
Agent_Inference
pricing_architecture
Cost-plus and value-based project pricing; vulnerable to raw material inflation and client budget cuts; limited pricing power as emerging CDMO
Inferred
Agent_Inference
pricing_power_rating
Low-to-moderate; iBio competes on capacity and speed vs. larger CDMOs; price increases risk client attrition given alternatives
Inferred
Agent_Inference
target_gross_margin_bracket
541.8% Gross Margin (Premium (>60%))
High
SEC-XBRL
churn_vulnerability_index
No meaningful free-rider leakage; services are proprietary and contracted; client churn risk tied to clinical trial failures or budget reductions
Inferred
Agent_Inference
headcount_cost_structure
Revenue growth is headcount-near-linear; biologics manufacturing requires skilled labor scaling with capacity; limited sublinear leverage short-term
Inferred
Agent_Inference
marginal_cost_of_growth
High marginal cost of growth; capacity expansion requires capex and headcount; gross margin improvement depends on utilization rate gains
Inferred
Agent_Inference
franchise_compliance_risk
Not applicable; iBio is not a franchise model
Inferred
Agent_Inference
customer_acquisition_metric
At 10x scale, CAC likely improves via reputation/BD leverage, but unit economics remain constrained by fixed facility and labor costs
Inferred
Agent_Inference
network_effect_present
No meaningful network effects; CDMO services are linear; client success drives referrals but no platform flywheel exists
Inferred
Agent_Inference
asset_efficiency_ratio
AI displacement risk low in near term; biologics manufacturing requires physical assets and skilled bioprocess scientists not easily automated
Inferred
Agent_Inference
recession_resistance_tier
Moderate resilience; pharma/biotech R&D spending can be cut in severe downturns but biologics pipeline demand is relatively inelastic
Inferred
Agent_Inference
customer_segment_primary
Small-to-mid-size biopharmaceutical and biotech companies outsourcing biologics drug substance manufacturing
Inferred
Agent_Inference
customer_segment_secondary
Government and defense agencies (e.g., BARDA-type contracts) for medical countermeasure manufacturing; concentration risk if one contract dominates
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
4.0% CapEx / Revenue (Low-CapEx Asset-Light)
High
SEC-XBRL
sec_cik
0001420720
High
SEC-EDGAR
ticker
IBIO
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.