ACM Research, Inc.
75f6acc7906e4622b9f184a2fb728aad
PRODUCTION_VERIFIED schema v3.0.0 Inferred last heartbeat: 2026-07-22T16:58:05.353703+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-006 Cash Machine VALUE High
Direct: debt_leverage_profile=0.17x Total Debt / Equity (Conservative). Corroborated: revenue_model_type=~85-90% transactional (equipment sales); ~10-15% recurring (parts, service, maintenance contracts); highly capital-cycle dependent with no meaningful subscription base
SG-036
Product to Capability
WHAT High
SG-049
Subscription
VALUE High
SG-040
Razor and Blade
VALUE High

Hybrid Combination

Cash Machine (SG-006) VALUE provides the core structure, combined with Product to Capability (SG-036) + Subscription (SG-049) + Razor and Blade (SG-040) to form the complete business model fingerprint.

55 Archetypes Evaluated High: 4 Medium: 15 Registry: schemas/sg55_archetype_registry.yaml

Knowledge Graph — All Sections

debt_leverage_profile
0.17x Total Debt / Equity (Conservative)
High
SEC-XBRL
interest_rate_sensitivity
Low direct sensitivity; minimal long-term debt (~$30M credit facility), but rising rates pressure Chinese fab customers' capex budgets, indirectly softening demand
Inferred
Agent_Inference
geopolitical_supply_exposure
Medium intensity; US-China trade tariffs on metals and components disrupt supply chains.
Medium
GICS-commodity-overlay-v1
supply_chain_dependency
1) Taiwan Strait (semiconductor components/subsystems); 2) Shanghai export controls (ACMR's primary manufacturing base in China vulnerable to US-China trade restrictions)
Inferred
Agent_Inference
international_expansion_readiness
~95% revenue from China (RMB-denominated); RMB depreciation vs USD directly compresses reported US revenue; secondary exposure to South Korea and Taiwan FX minimal
Inferred
Agent_Inference
geographic_footprint
Extreme concentration: ~95% China revenue in RMB; 10% RMB devaluation reduces USD-reported revenue by ~$30M+ annually; South Korea and Taiwan add minor secondary FX risk
Inferred
Agent_Inference
commodity_exposure_profile
Medium intensity; commodities: Steel, Aluminum, Copper, Crude Oil (fuel), Rare Earth Elements, Plastics/Resins; geopolitical: US-China trade tariffs on metals and components disrupt supply chains.
Medium
GICS-commodity-overlay-v1
vendor_lock_dependency_score
Yes; specialized components (RF generators, robotic arms, quartz parts) sourced from limited suppliers; no single >30% cost vendor publicly disclosed but substitution timelines are 6-18 months
Inferred
Agent_Inference
business_model_type_primary
Not cloud-dependent; ACMR manufactures physical semiconductor equipment; cloud termination would disrupt internal ops only, not revenue delivery — impact minimal
Inferred
Agent_Inference
business_model_type_secondary
Capital equipment manufacturer with after-sales service/parts revenue as secondary model; cloud disruption irrelevant to core revenue generation
Inferred
Agent_Inference
switching_cost_profile
Minimal API coupling risk; hardware-centric business with proprietary tool integration into customer fabs; switching cost is physical re-qualification (12-24 months), not API dependency
Inferred
Agent_Inference
howey_test_risk_index
Very low; revenue model is straightforward capital equipment sales — no investment contract, token, or profit-sharing structure triggering Howey Test concerns
Inferred
Agent_Inference
regulatory_burden_tier
Medium
Medium
GICS-regulatory-overlay-v1
data_sovereignty_risk
Moderate; operates R&D and manufacturing in China subject to PRC data laws; limited GDPR/CCPA exposure as customer data is industrial process data, not personal data
Inferred
Agent_Inference
antitrust_exposure_flag
Low; ACMR holds <5% global semiconductor equipment market share; not dominant in any single segment; primary risk is US export control law, not antitrust
Inferred
Agent_Inference
regulatory_exposure_profile
Medium burden; regimes: FAA, DOT, OSHA, EPA, ITAR, FTC; Export controls and defense procurement rules create contract concentration risk.
Medium
GICS-regulatory-overlay-v1
revenue_model_type
~85-90% transactional (equipment sales); ~10-15% recurring (parts, service, maintenance contracts); highly capital-cycle dependent with no meaningful subscription base
Inferred
Agent_Inference
monetization_vector
Direct equipment sales to semiconductor fabs (SMIC, CXMT, YMTC, etc.) with aftermarket consumables and service as secondary monetization lever
Inferred
Agent_Inference
pricing_architecture
Cost-plus with competitive discount pressure; ACMR prices ~20-30% below Western peers (Lam, AMAT) as market penetration strategy; margin vulnerable if material costs rise >10%
Inferred
Agent_Inference
pricing_power_rating
Moderate-low; discount-to-incumbent pricing strategy limits power; improving as tool performance validated, but China customer budget constraints cap upside — rated 5/10
Inferred
Agent_Inference
target_gross_margin_bracket
44.4% Gross Margin (Strong (40-60%))
High
SEC-XBRL
churn_vulnerability_index
Low free-rider risk; capital equipment requires purchase; churn manifests as delayed repeat orders during fab downcycles; customer re-qualification costs deter switching
Inferred
Agent_Inference
headcount_cost_structure
Sublinear but not fully decoupled; doubling revenue requires ~60-70% headcount growth (engineers, field service); gross margin expansion possible at scale via manufacturing leverage
Inferred
Agent_Inference
marginal_cost_of_growth
Moderate; incremental revenue requires factory capacity expansion and field service engineers but not 1:1 headcount scaling; gross margins trending toward 45-48% at scale
Inferred
Agent_Inference
franchise_compliance_risk
Not applicable; ACMR is not a franchise business
Inferred
Agent_Inference
customer_acquisition_metric
At 10x scale (~$3B revenue), CAC efficiency improves as brand validation reduces sales cycles; however, China market saturation risk emerges and non-China expansion unit economics unproven
Inferred
Agent_Inference
network_effect_present
Weak network effects; installed base creates service/parts pull-through and reference credibility, but tool performance is standalone — no platform or data network effect
Inferred
Agent_Inference
asset_efficiency_ratio
4.7% Return on Assets (Excellent)
High
SEC-XBRL
recession_resistance_tier
Tier 3 (cyclical); semiconductor capex highly recession-sensitive; 2023 downturn demonstrated 20-30% order deferrals; partially offset by China self-sufficiency spending mandate
Inferred
Agent_Inference
customer_segment_primary
Chinese domestic semiconductor fabs (SMIC, CXMT, YMTC, Hua Hong) — estimated >80% of revenue; top-3 customers likely >50% of total revenue creating significant concentration risk
Inferred
Agent_Inference
customer_segment_secondary
International memory and logic fabs (Samsung, SK Hynix, emerging Southeast Asian fabs) — nascent segment <10% revenue; US export controls limit penetration of leading-edge customers
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", "33-0000 Protective Service Occupations", "37-0000 Building and Grounds Cleaning and Maintenance 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", "51-0000 Production Occupations", "53-0000 Transportation and Material Moving Occupations"]
High
SOC-2018/GICS-overlay
agent_automatable_labor_share
0.3 (HIL — ~30% of characteristic roles agent-automatable)
Medium
SOC-2018 + agentic-exposure-v1
capital_expenditure_profile
6.2% CapEx / Revenue (Moderate-CapEx)
High
SEC-XBRL
sec_cik
0001680062
High
SEC-EDGAR
ticker
ACMR
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_01PASS2026-07-22no unmet atoms among this persona's authored questions
SKILL_OPS_PARTNER_01PASS2026-07-22no unmet atoms among this persona's authored questions

Live Status

No Live Status block found.