diff --git a/control-pipeline/tests/applicability_demo/README.md b/control-pipeline/tests/applicability_demo/README.md
deleted file mode 100644
index 1a659e4..0000000
--- a/control-pipeline/tests/applicability_demo/README.md
+++ /dev/null
@@ -1,53 +0,0 @@
-# Applicability Engine Demo Package
-
-## Inhalt
-- `demo_cases.yaml` — 6 priorisierte Demo- und Regressionstestfälle
-- `expected_outputs/CASE-*.json` — Golden Outputs für die 6 Fälle
-- `evaluator.py` — vergleicht tatsächliche Engine-Outputs gegen die Assertions
-- `run_demo.py` — einfacher Runner
-- `reports/` — Zielordner für JSON- und Markdown-Reports
-
-## Schnellstart
-```bash
-python run_demo.py
-```
-
-Das nutzt `expected_outputs/` als Self-Test.
-
-## Gegen echte SDK-Outputs laufen lassen
-Lege pro Fall eine Datei `CASE-XYZ.json` mit folgendem Schema in ein Verzeichnis:
-
-```json
-{
-  "case_id": "CASE-001",
-  "assigned_controls": [],
-  "excluded_controls": [],
-  "escalations": [],
-  "inferred_industries": [],
-  "confidence": {
-    "overall": 0.0,
-    "industry_assignment": 0.0,
-    "control_assignment": 0.0
-  },
-  "explanation": "",
-  "uncertainty_flags": []
-}
-```
-
-Dann:
-
-```bash
-python run_demo.py --actual-dir /pfad/zu/deinen/outputs
-```
-
-## Testlogik
-Der Evaluator prüft:
-- `must_assign`
-- `must_not_assign`
-- `escalate_for_legal_review`
-- `inferred_industries.must_include`
-- `inferred_industries.must_not_include`
-- `reasoning_must_contain`
-
-Zusätzlich gibt es Warnings, wenn Grenzfälle eskaliert sind, aber keine `uncertainty_flags`
-gesetzt wurden oder die Confidence unplausibel hoch ist.
diff --git a/control-pipeline/tests/applicability_demo/demo_cases.yaml b/control-pipeline/tests/applicability_demo/demo_cases.yaml
deleted file mode 100644
index ba64c97..0000000
--- a/control-pipeline/tests/applicability_demo/demo_cases.yaml
+++ /dev/null
@@ -1,239 +0,0 @@
-version: "1.0"
-suite: "applicability-engine-demo-cases-priority-6"
-description: >
-  Priorisierte Demo- und Regressionstestfälle für die Applicability Engine.
-  Ziel: False Positives vermeiden, Scope-Overrides korrekt aktivieren und
-  Unsicherheiten sauber eskalieren.
-
-defaults:
-  jurisdiction: "DE"
-  evaluation_mode: "strict"
-  require_explanation: true
-  require_uncertainty_flag: true
-
-cases:
-
-  - id: "CASE-001"
-    title: "SaaS-Webshop mit Stripe Checkout"
-    objective: >
-      Prüfen, dass Stripe-Einbindung nicht fälschlich zu PSD2-/ZAG-/Zahlungsinstituts-
-      Controls führt, sondern zu Datenschutz-/Transparenz-/Drittanbieter-Controls.
-    profile:
-      company_type: "GmbH"
-      industry: "retail_ecommerce"
-      summary: >
-        Ein deutsches Unternehmen betreibt einen Webshop für physische Produkte.
-        Zahlungen werden über Stripe Checkout abgewickelt. Das Unternehmen hält
-        selbst keine Kundengelder, führt keine Zahlungskonten und bietet keine
-        eigenen Zahlungsdienste an.
-      facts:
-        sells_physical_products: true
-        webshop: true
-        payment_provider: "Stripe"
-        stores_card_data: false
-        holds_customer_funds: false
-        operates_payment_service: false
-        processes_personal_data: true
-        sends_data_to_stripe: true
-    expected:
-      inferred_industries:
-        must_include:
-          - "retail_ecommerce"
-        must_not_include:
-          - "financial_services"
-      controls:
-        must_assign:
-          - "GDPR-INFO-THIRDPARTY-001"
-          - "GDPR-ROPA-001"
-          - "GDPR-LEGAL-BASIS-001"
-          - "VENDOR-DUE-DILIGENCE-001"
-        must_not_assign:
-          - "PSD2-LICENSING-001"
-          - "PAYMENT-INSTITUTION-AUTH-001"
-          - "AML-KYC-CUSTOMER-ONBOARDING-001"
-        escalate_for_legal_review: []
-      reasoning_must_contain:
-        - "Stripe ist eigenständiger Zahlungsdienstleister"
-        - "keine eigene Erbringung regulierter Zahlungsdienste"
-        - "Datenschutz- und Transparenzpflichten bleiben relevant"
-
-  - id: "CASE-002"
-    title: "Bank gibt TAN-Generator mit Batterie an Kunden aus"
-    objective: >
-      Prüfen, dass branchenfremd wirkende Produktpflichten über Scope aktiviert
-      werden können, obwohl die Hauptbranche Finanzdienstleistung ist.
-    profile:
-      company_type: "AG"
-      industry: "financial_services"
-      summary: >
-        Eine Bank gibt physische TAN-Generatoren mit eingebauter Batterie an
-        Endkunden aus. Die Geräte werden unter eigener Marke vertrieben.
-      facts:
-        provides_banking_services: true
-        distributes_physical_products: true
-        product_contains_battery: true
-        product_under_own_brand: true
-        imports_product_from_non_eu: false
-        manufactures_product: false
-    expected:
-      inferred_industries:
-        must_include:
-          - "financial_services"
-        must_not_include:
-          - "manufacturing"
-      controls:
-        must_assign:
-          - "BANK-ACCESS-AUTH-001"
-          - "BATTERY-LABELING-001"
-          - "BATTERY-TAKEBACK-001"
-          - "PRODUCT-COMPLIANCE-DOC-001"
-        must_not_assign: []
-        may_assign_if_explained:
-          - "WEEE-REGISTRATION-001"
-        escalate_for_legal_review:
-          - "BATTERY-PRODUCER-DEFINITION-001"
-      reasoning_must_contain:
-        - "statische Branchenzuweisung ist nicht abschließend"
-        - "physisches Produkt mit Batterie erweitert den Scope"
-        - "Rolle als Inverkehrbringer oder Hersteller prüfen"
-
-  - id: "CASE-004"
-    title: "Fintech mit eigener Wallet und Weiterleitung von Kundengeldern"
-    objective: >
-      Positiver Gegentest: echte Finanzregulierung muss ausgelöst werden.
-    profile:
-      company_type: "GmbH"
-      industry: "financial_services"
-      summary: >
-        Ein Fintech bietet eine App mit Wallet-Funktion, Kundengelder werden
-        entgegengenommen und an Händler weitergeleitet.
-      facts:
-        provides_wallet: true
-        holds_customer_funds: true
-        executes_payment_transactions: true
-        customer_onboarding: true
-        transaction_monitoring: true
-    expected:
-      inferred_industries:
-        must_include:
-          - "financial_services"
-      controls:
-        must_assign:
-          - "PSD2-LICENSING-001"
-          - "AML-KYC-CUSTOMER-ONBOARDING-001"
-          - "AML-TRANSACTION-MONITORING-001"
-          - "FRAUD-CONTROLS-001"
-        must_not_assign: []
-        escalate_for_legal_review:
-          - "REGULATORY-PERIMETER-ASSESSMENT-001"
-      reasoning_must_contain:
-        - "möglicherweise regulierter Zahlungsdienst"
-        - "AML/KYC relevant"
-        - "rechtliche Einordnung nicht nur Datenschutz"
-
-  - id: "CASE-006"
-    title: "SaaS-Unternehmen verschickt nur SMS über externen Gateway"
-    objective: >
-      Prüfen, dass reine Nutzung eines Kommunikationsdienstes nicht automatisch
-      zu voller TKG-Relevanz führt.
-    profile:
-      company_type: "UG"
-      industry: "software_saas"
-      summary: >
-        Eine SaaS-Plattform verschickt Login-Codes per Twilio/SMS-Gateway,
-        betreibt aber kein eigenes öffentliches Telekommunikationsnetz und
-        bietet keinen Telekommunikationsdienst am Markt an.
-      facts:
-        sends_sms_notifications: true
-        uses_external_gateway: true
-        provides_public_telecom_services: false
-        operates_network: false
-    expected:
-      inferred_industries:
-        must_include:
-          - "software_saas"
-        must_not_include:
-          - "telecommunications"
-      controls:
-        must_assign:
-          - "VENDOR-DUE-DILIGENCE-001"
-          - "GDPR-INFO-THIRDPARTY-001"
-        must_not_assign:
-          - "TKG-CUSTOMER-INFORMATION-001"
-          - "TKG-CONTRACT-TRANSPARENCY-001"
-        escalate_for_legal_review:
-          - "ECS-QUALIFICATION-ASSESSMENT-001"
-      reasoning_must_contain:
-        - "bloße Nutzung eines Gateways ist nicht automatisch eigener TK-Dienst"
-
-  - id: "CASE-008"
-    title: "Importeur von IoT-Geräten mit Batterien und Funkmodul"
-    objective: >
-      Mehrfach-Scope: Batterie, Funk, Produktrecht, Importeurspflichten.
-    profile:
-      company_type: "GmbH"
-      industry: "software_saas"
-      summary: >
-        Ein Softwareunternehmen verkauft nun zusätzlich eigene IoT-Sensoren
-        mit Batterie und Funkmodul unter eigener Marke.
-      facts:
-        imports_from_non_eu: true
-        sells_hardware: true
-        product_contains_battery: true
-        product_has_radio: true
-        own_brand: true
-    expected:
-      inferred_industries:
-        must_include:
-          - "software_saas"
-      controls:
-        must_assign:
-          - "BATTERY-LABELING-001"
-          - "BATTERY-TAKEBACK-001"
-          - "CE-TECHNICAL-DOC-001"
-          - "IMPORTER-RESPONSIBILITIES-001"
-        must_not_assign: []
-        may_assign_if_explained:
-          - "RED-CONFORMITY-001"
-          - "WEEE-REGISTRATION-001"
-        escalate_for_legal_review:
-          - "PRODUCT-QUALIFICATION-MULTIREGIME-001"
-      reasoning_must_contain:
-        - "ursprüngliche Branche ist Software"
-        - "zusätzliche Produkt- und Importeurspflichten werden scope-basiert aktiviert"
-
-  - id: "CASE-011"
-    title: "Unklarer Grenzfall mit Embedded Finance"
-    objective: >
-      Das System muss Unsicherheit erkennen und sauber eskalieren.
-    profile:
-      company_type: "GmbH"
-      industry: "software_saas"
-      summary: >
-        Eine Plattform ermöglicht Händlern Auszahlungen, virtuelle Konten,
-        Split Settlements und einen Finanzierungsvorschuss, teilweise über
-        Partnerbanken, teilweise über eigene Prozesse.
-      facts:
-        virtual_accounts: true
-        split_settlements: true
-        advance_payments: true
-        partner_bank_involved: true
-        own_funds_flow_unclear: true
-    expected:
-      inferred_industries:
-        must_include:
-          - "software_saas"
-      controls:
-        must_assign:
-          - "THIRD-PARTY-FINANCIAL-PROVIDER-DUE-DILIGENCE-001"
-        must_not_assign: []
-        may_assign_if_explained:
-          - "PSD2-LICENSING-001"
-          - "AML-KYC-CUSTOMER-ONBOARDING-001"
-        escalate_for_legal_review:
-          - "REGULATORY-PERIMETER-ASSESSMENT-001"
-          - "OWN-VS-PARTNER-ROLE-ANALYSIS-001"
-      reasoning_must_contain:
-        - "unklarer regulatorischer Perimeter"
-        - "Rolle des Unternehmens nicht eindeutig"
-        - "Eskalation erforderlich"
diff --git a/control-pipeline/tests/applicability_demo/evaluator.py b/control-pipeline/tests/applicability_demo/evaluator.py
deleted file mode 100644
index 29d38aa..0000000
--- a/control-pipeline/tests/applicability_demo/evaluator.py
+++ /dev/null
@@ -1,180 +0,0 @@
-from __future__ import annotations
-
-import argparse
-import json
-from pathlib import Path
-from typing import Any, Dict, List, Tuple
-
-try:
-    import yaml
-except ImportError as exc:  # pragma: no cover
-    raise SystemExit("PyYAML is required. Install with: pip install pyyaml") from exc
-
-
-def load_yaml(path: Path) -> Dict[str, Any]:
-    with path.open("r", encoding="utf-8") as f:
-        return yaml.safe_load(f)
-
-
-def load_json(path: Path) -> Dict[str, Any]:
-    with path.open("r", encoding="utf-8") as f:
-        return json.load(f)
-
-
-def _contains_phrase(explanation: str, phrase: str) -> bool:
-    return phrase.lower() in explanation.lower()
-
-
-def evaluate_case(expected_case: Dict[str, Any], actual: Dict[str, Any]) -> Dict[str, Any]:
-    errors: List[str] = []
-    warnings: List[str] = []
-
-    expected = expected_case.get("expected", {})
-    expected_controls = expected.get("controls", {})
-    explanation = actual.get("explanation", "") or ""
-
-    assigned_controls = set(actual.get("assigned_controls", []))
-    escalations = set(actual.get("escalations", []))
-    inferred_industries = set(actual.get("inferred_industries", []))
-    uncertainty_flags = actual.get("uncertainty_flags", [])
-
-    for control in expected_controls.get("must_assign", []):
-        if control not in assigned_controls:
-            errors.append(f"missing must_assign control: {control}")
-
-    for control in expected_controls.get("must_not_assign", []):
-        if control in assigned_controls:
-            errors.append(f"forbidden control assigned: {control}")
-
-    for control in expected_controls.get("escalate_for_legal_review", []):
-        if control not in escalations:
-            errors.append(f"missing escalation: {control}")
-
-    for control in expected_controls.get("may_assign_if_explained", []):
-        if control in assigned_controls and not explanation:
-            errors.append(
-                f"control assigned without explanation for may_assign_if_explained: {control}"
-            )
-
-    expected_industries = expected.get("inferred_industries", {})
-    for industry in expected_industries.get("must_include", []):
-        if industry not in inferred_industries:
-            errors.append(f"missing inferred industry: {industry}")
-
-    for industry in expected_industries.get("must_not_include", []):
-        if industry in inferred_industries:
-            errors.append(f"forbidden inferred industry present: {industry}")
-
-    for phrase in expected.get("reasoning_must_contain", []):
-        if not _contains_phrase(explanation, phrase):
-            errors.append(f"missing reasoning phrase: {phrase}")
-
-    require_uncertainty = bool(expected_controls.get("escalate_for_legal_review", []))
-    if require_uncertainty and not uncertainty_flags:
-        warnings.append("case includes escalations but actual output has no uncertainty_flags")
-
-    overall_conf = ((actual.get("confidence") or {}).get("overall"))
-    if expected_controls.get("escalate_for_legal_review") and isinstance(overall_conf, (int, float)):
-        if overall_conf >= 0.9:
-            warnings.append(
-                f"high confidence ({overall_conf}) on escalated boundary case; review whether too certain"
-            )
-
-    return {
-        "case_id": expected_case["id"],
-        "title": expected_case.get("title"),
-        "passed": len(errors) == 0,
-        "errors": errors,
-        "warnings": warnings,
-    }
-
-
-def evaluate_suite(demo_cases_path: Path, actual_outputs_dir: Path) -> Dict[str, Any]:
-    suite = load_yaml(demo_cases_path)
-    results: List[Dict[str, Any]] = []
-
-    for case in suite.get("cases", []):
-        case_id = case["id"]
-        actual_path = actual_outputs_dir / f"{case_id}.json"
-        if not actual_path.exists():
-            results.append({
-                "case_id": case_id,
-                "title": case.get("title"),
-                "passed": False,
-                "errors": [f"missing actual output file: {actual_path.name}"],
-                "warnings": [],
-            })
-            continue
-        actual = load_json(actual_path)
-        results.append(evaluate_case(case, actual))
-
-    passed = sum(1 for r in results if r["passed"])
-    failed = len(results) - passed
-
-    return {
-        "suite": suite.get("suite"),
-        "total_cases": len(results),
-        "passed": passed,
-        "failed": failed,
-        "results": results,
-    }
-
-
-def render_markdown_report(report: Dict[str, Any]) -> str:
-    lines: List[str] = []
-    lines.append(f"# {report.get('suite', 'Applicability Engine Demo Report')}")
-    lines.append("")
-    lines.append("## Summary")
-    lines.append(f"- Total cases: {report['total_cases']}")
-    lines.append(f"- Passed: {report['passed']}")
-    lines.append(f"- Failed: {report['failed']}")
-    lines.append("")
-
-    failed_cases = [r for r in report["results"] if not r["passed"]]
-    if failed_cases:
-        lines.append("## Failed cases")
-        for case in failed_cases:
-            lines.append(f"### {case['case_id']} — {case.get('title', '')}")
-            for err in case["errors"]:
-                lines.append(f"- {err}")
-            if case["warnings"]:
-                lines.append("- Warnings:")
-                for w in case["warnings"]:
-                    lines.append(f"  - {w}")
-            lines.append("")
-    else:
-        lines.append("## Failed cases")
-        lines.append("None.")
-        lines.append("")
-
-    lines.append("## All results")
-    for case in report["results"]:
-        status = "PASS" if case["passed"] else "FAIL"
-        lines.append(f"- {case['case_id']}: {status}")
-        for w in case["warnings"]:
-            lines.append(f"  - warning: {w}")
-    lines.append("")
-    return "\n".join(lines)
-
-
-def main() -> None:
-    parser = argparse.ArgumentParser(description="Evaluate Applicability Engine demo cases.")
-    parser.add_argument("--cases", type=Path, required=True, help="Path to demo_cases.yaml")
-    parser.add_argument("--actual-dir", type=Path, required=True, help="Directory containing actual CASE-XXX.json outputs")
-    parser.add_argument("--report-json", type=Path, required=False, help="Write machine-readable report JSON")
-    parser.add_argument("--report-md", type=Path, required=False, help="Write markdown report")
-    args = parser.parse_args()
-
-    report = evaluate_suite(args.cases, args.actual_dir)
-
-    if args.report_json:
-        args.report_json.write_text(json.dumps(report, indent=2, ensure_ascii=False), encoding="utf-8")
-
-    if args.report_md:
-        args.report_md.write_text(render_markdown_report(report), encoding="utf-8")
-
-    print(json.dumps(report, indent=2, ensure_ascii=False))
-
-
-if __name__ == "__main__":
-    main()
diff --git a/control-pipeline/tests/applicability_demo/expected_outputs/CASE-001.json b/control-pipeline/tests/applicability_demo/expected_outputs/CASE-001.json
deleted file mode 100644
index 0d5975c..0000000
--- a/control-pipeline/tests/applicability_demo/expected_outputs/CASE-001.json
+++ /dev/null
@@ -1,25 +0,0 @@
-{
-  "case_id": "CASE-001",
-  "assigned_controls": [
-    "GDPR-INFO-THIRDPARTY-001",
-    "GDPR-ROPA-001",
-    "GDPR-LEGAL-BASIS-001",
-    "VENDOR-DUE-DILIGENCE-001"
-  ],
-  "excluded_controls": [
-    "PSD2-LICENSING-001",
-    "PAYMENT-INSTITUTION-AUTH-001",
-    "AML-KYC-CUSTOMER-ONBOARDING-001"
-  ],
-  "escalations": [],
-  "inferred_industries": [
-    "retail_ecommerce"
-  ],
-  "confidence": {
-    "overall": 0.93,
-    "industry_assignment": 0.96,
-    "control_assignment": 0.91
-  },
-  "explanation": "Stripe ist eigenständiger Zahlungsdienstleister. Das Unternehmen erbringt keine eigene Erbringung regulierter Zahlungsdienste. Datenschutz- und Transparenzpflichten bleiben relevant, insbesondere Informationspflichten, ROPA, Rechtsgrundlage und Vendor Due Diligence.",
-  "uncertainty_flags": []
-}
\ No newline at end of file
diff --git a/control-pipeline/tests/applicability_demo/expected_outputs/CASE-002.json b/control-pipeline/tests/applicability_demo/expected_outputs/CASE-002.json
deleted file mode 100644
index c090c53..0000000
--- a/control-pipeline/tests/applicability_demo/expected_outputs/CASE-002.json
+++ /dev/null
@@ -1,26 +0,0 @@
-{
-  "case_id": "CASE-002",
-  "assigned_controls": [
-    "BANK-ACCESS-AUTH-001",
-    "BATTERY-LABELING-001",
-    "BATTERY-TAKEBACK-001",
-    "PRODUCT-COMPLIANCE-DOC-001",
-    "WEEE-REGISTRATION-001"
-  ],
-  "excluded_controls": [],
-  "escalations": [
-    "BATTERY-PRODUCER-DEFINITION-001"
-  ],
-  "inferred_industries": [
-    "financial_services"
-  ],
-  "confidence": {
-    "overall": 0.82,
-    "industry_assignment": 0.95,
-    "control_assignment": 0.76
-  },
-  "explanation": "Die statische Branchenzuweisung ist nicht abschließend. Ein physisches Produkt mit Batterie erweitert den Scope über die originäre Finanzbranche hinaus. Zusätzlich zu banktypischen Controls sind Batterie- und Produktpflichten relevant. Die Rolle als Inverkehrbringer oder Hersteller prüfen bleibt für die genaue Abgrenzung eskalationsbedürftig.",
-  "uncertainty_flags": [
-    "producer_role_unclear"
-  ]
-}
\ No newline at end of file
diff --git a/control-pipeline/tests/applicability_demo/expected_outputs/CASE-004.json b/control-pipeline/tests/applicability_demo/expected_outputs/CASE-004.json
deleted file mode 100644
index c78de94..0000000
--- a/control-pipeline/tests/applicability_demo/expected_outputs/CASE-004.json
+++ /dev/null
@@ -1,25 +0,0 @@
-{
-  "case_id": "CASE-004",
-  "assigned_controls": [
-    "PSD2-LICENSING-001",
-    "AML-KYC-CUSTOMER-ONBOARDING-001",
-    "AML-TRANSACTION-MONITORING-001",
-    "FRAUD-CONTROLS-001"
-  ],
-  "excluded_controls": [],
-  "escalations": [
-    "REGULATORY-PERIMETER-ASSESSMENT-001"
-  ],
-  "inferred_industries": [
-    "financial_services"
-  ],
-  "confidence": {
-    "overall": 0.89,
-    "industry_assignment": 0.97,
-    "control_assignment": 0.87
-  },
-  "explanation": "Möglicherweise regulierter Zahlungsdienst. AML/KYC relevant aufgrund der Entgegennahme und Weiterleitung von Kundengeldern sowie des Onboardings. Die rechtliche Einordnung nicht nur Datenschutz, sondern aufsichtsrechtlicher Perimeter, muss zusätzlich rechtlich validiert werden.",
-  "uncertainty_flags": [
-    "regulatory_perimeter_needs_confirmation"
-  ]
-}
\ No newline at end of file
diff --git a/control-pipeline/tests/applicability_demo/expected_outputs/CASE-006.json b/control-pipeline/tests/applicability_demo/expected_outputs/CASE-006.json
deleted file mode 100644
index 0534264..0000000
--- a/control-pipeline/tests/applicability_demo/expected_outputs/CASE-006.json
+++ /dev/null
@@ -1,26 +0,0 @@
-{
-  "case_id": "CASE-006",
-  "assigned_controls": [
-    "VENDOR-DUE-DILIGENCE-001",
-    "GDPR-INFO-THIRDPARTY-001"
-  ],
-  "excluded_controls": [
-    "TKG-CUSTOMER-INFORMATION-001",
-    "TKG-CONTRACT-TRANSPARENCY-001"
-  ],
-  "escalations": [
-    "ECS-QUALIFICATION-ASSESSMENT-001"
-  ],
-  "inferred_industries": [
-    "software_saas"
-  ],
-  "confidence": {
-    "overall": 0.87,
-    "industry_assignment": 0.94,
-    "control_assignment": 0.84
-  },
-  "explanation": "Die bloße Nutzung eines Gateways ist nicht automatisch eigener TK-Dienst. Relevanz besteht primär für Drittanbieter-Management und Datenschutzinformation. Zur Absicherung bleibt eine ECS-Qualifikationsprüfung als Eskalation sinnvoll.",
-  "uncertainty_flags": [
-    "ecs_boundary_case"
-  ]
-}
\ No newline at end of file
diff --git a/control-pipeline/tests/applicability_demo/expected_outputs/CASE-008.json b/control-pipeline/tests/applicability_demo/expected_outputs/CASE-008.json
deleted file mode 100644
index 3c31338..0000000
--- a/control-pipeline/tests/applicability_demo/expected_outputs/CASE-008.json
+++ /dev/null
@@ -1,27 +0,0 @@
-{
-  "case_id": "CASE-008",
-  "assigned_controls": [
-    "BATTERY-LABELING-001",
-    "BATTERY-TAKEBACK-001",
-    "CE-TECHNICAL-DOC-001",
-    "IMPORTER-RESPONSIBILITIES-001",
-    "RED-CONFORMITY-001",
-    "WEEE-REGISTRATION-001"
-  ],
-  "excluded_controls": [],
-  "escalations": [
-    "PRODUCT-QUALIFICATION-MULTIREGIME-001"
-  ],
-  "inferred_industries": [
-    "software_saas"
-  ],
-  "confidence": {
-    "overall": 0.84,
-    "industry_assignment": 0.93,
-    "control_assignment": 0.8
-  },
-  "explanation": "Die ursprüngliche Branche ist Software. Durch Hardwarevertrieb unter eigener Marke werden zusätzliche Produkt- und Importeurspflichten werden scope-basiert aktiviert. Batterie-, Funk-, CE- und Importeursthemen greifen kumulativ; die exakte Multi-Regime-Produktqualifikation wird eskaliert.",
-  "uncertainty_flags": [
-    "multi_regime_product_scope"
-  ]
-}
\ No newline at end of file
diff --git a/control-pipeline/tests/applicability_demo/expected_outputs/CASE-011.json b/control-pipeline/tests/applicability_demo/expected_outputs/CASE-011.json
deleted file mode 100644
index 9501a89..0000000
--- a/control-pipeline/tests/applicability_demo/expected_outputs/CASE-011.json
+++ /dev/null
@@ -1,24 +0,0 @@
-{
-  "case_id": "CASE-011",
-  "assigned_controls": [
-    "THIRD-PARTY-FINANCIAL-PROVIDER-DUE-DILIGENCE-001"
-  ],
-  "excluded_controls": [],
-  "escalations": [
-    "REGULATORY-PERIMETER-ASSESSMENT-001",
-    "OWN-VS-PARTNER-ROLE-ANALYSIS-001"
-  ],
-  "inferred_industries": [
-    "software_saas"
-  ],
-  "confidence": {
-    "overall": 0.61,
-    "industry_assignment": 0.9,
-    "control_assignment": 0.58
-  },
-  "explanation": "Unklarer regulatorischer Perimeter. Rolle des Unternehmens nicht eindeutig — Partnerbanken beteiligt, zugleich eigene Prozesse für Auszahlungen, Split Settlements und Vorschüsse denkbar. Eskalation erforderlich, bevor belastbar über PSD2- oder AML-Pflichten entschieden wird.",
-  "uncertainty_flags": [
-    "unclear_funds_flow",
-    "own_vs_partner_role_unclear"
-  ]
-}
\ No newline at end of file
diff --git a/control-pipeline/tests/applicability_demo/reports/latest_report.json b/control-pipeline/tests/applicability_demo/reports/latest_report.json
deleted file mode 100644
index 55b11bb..0000000
--- a/control-pipeline/tests/applicability_demo/reports/latest_report.json
+++ /dev/null
@@ -1,50 +0,0 @@
-{
-  "suite": "applicability-engine-demo-cases-priority-6",
-  "total_cases": 6,
-  "passed": 6,
-  "failed": 0,
-  "results": [
-    {
-      "case_id": "CASE-001",
-      "title": "SaaS-Webshop mit Stripe Checkout",
-      "passed": true,
-      "errors": [],
-      "warnings": []
-    },
-    {
-      "case_id": "CASE-002",
-      "title": "Bank gibt TAN-Generator mit Batterie an Kunden aus",
-      "passed": true,
-      "errors": [],
-      "warnings": []
-    },
-    {
-      "case_id": "CASE-004",
-      "title": "Fintech mit eigener Wallet und Weiterleitung von Kundengeldern",
-      "passed": true,
-      "errors": [],
-      "warnings": []
-    },
-    {
-      "case_id": "CASE-006",
-      "title": "SaaS-Unternehmen verschickt nur SMS über externen Gateway",
-      "passed": true,
-      "errors": [],
-      "warnings": []
-    },
-    {
-      "case_id": "CASE-008",
-      "title": "Importeur von IoT-Geräten mit Batterien und Funkmodul",
-      "passed": true,
-      "errors": [],
-      "warnings": []
-    },
-    {
-      "case_id": "CASE-011",
-      "title": "Unklarer Grenzfall mit Embedded Finance",
-      "passed": true,
-      "errors": [],
-      "warnings": []
-    }
-  ]
-}
\ No newline at end of file
diff --git a/control-pipeline/tests/applicability_demo/reports/latest_report.md b/control-pipeline/tests/applicability_demo/reports/latest_report.md
deleted file mode 100644
index eee688e..0000000
--- a/control-pipeline/tests/applicability_demo/reports/latest_report.md
+++ /dev/null
@@ -1,17 +0,0 @@
-# applicability-engine-demo-cases-priority-6
-
-## Summary
-- Total cases: 6
-- Passed: 6
-- Failed: 0
-
-## Failed cases
-None.
-
-## All results
-- CASE-001: PASS
-- CASE-002: PASS
-- CASE-004: PASS
-- CASE-006: PASS
-- CASE-008: PASS
-- CASE-011: PASS
diff --git a/control-pipeline/tests/applicability_demo/run_demo.py b/control-pipeline/tests/applicability_demo/run_demo.py
deleted file mode 100644
index d7f270f..0000000
--- a/control-pipeline/tests/applicability_demo/run_demo.py
+++ /dev/null
@@ -1,43 +0,0 @@
-from __future__ import annotations
-
-import argparse
-import shutil
-import subprocess
-import sys
-from pathlib import Path
-
-
-def main() -> None:
-    parser = argparse.ArgumentParser(description="Run Applicability Engine demo evaluation.")
-    parser.add_argument("--root", type=Path, default=Path(__file__).resolve().parent)
-    parser.add_argument(
-        "--actual-dir",
-        type=Path,
-        default=None,
-        help="Directory with actual outputs. Defaults to expected_outputs for self-test.",
-    )
-    args = parser.parse_args()
-
-    root = args.root
-    actual_dir = args.actual_dir or (root / "expected_outputs")
-    reports_dir = root / "reports"
-    reports_dir.mkdir(parents=True, exist_ok=True)
-
-    cmd = [
-        sys.executable,
-        str(root / "evaluator.py"),
-        "--cases",
-        str(root / "demo_cases.yaml"),
-        "--actual-dir",
-        str(actual_dir),
-        "--report-json",
-        str(reports_dir / "latest_report.json"),
-        "--report-md",
-        str(reports_dir / "latest_report.md"),
-    ]
-    completed = subprocess.run(cmd, check=False)
-    raise SystemExit(completed.returncode)
-
-
-if __name__ == "__main__":
-    main()
diff --git a/control-pipeline/tests/applicability_demo_ci/.github/workflows/applicability-demo-regression.yml b/control-pipeline/tests/applicability_demo_ci/.github/workflows/applicability-demo-regression.yml
deleted file mode 100644
index 1b6bff0..0000000
--- a/control-pipeline/tests/applicability_demo_ci/.github/workflows/applicability-demo-regression.yml
+++ /dev/null
@@ -1,42 +0,0 @@
-name: applicability-demo-regression
-
-on:
-  push:
-    paths:
-      - 'applicability_demo_ci/**'
-  pull_request:
-    paths:
-      - 'applicability_demo_ci/**'
-  workflow_dispatch:
-
-jobs:
-  regression:
-    runs-on: ubuntu-latest
-    defaults:
-      run:
-        working-directory: applicability_demo_ci
-    steps:
-      - name: Checkout
-        uses: actions/checkout@v4
-
-      - name: Set up Python
-        uses: actions/setup-python@v5
-        with:
-          python-version: '3.11'
-
-      - name: Install dependencies
-        run: make install
-
-      - name: Run evaluator
-        run: make eval
-
-      - name: Run pytest
-        run: make test
-
-      - name: Upload reports
-        uses: actions/upload-artifact@v4
-        with:
-          name: applicability-demo-reports
-          path: |
-            applicability_demo_ci/reports/latest_report.json
-            applicability_demo_ci/reports/latest_report.md
diff --git a/control-pipeline/tests/applicability_demo_ci/Makefile b/control-pipeline/tests/applicability_demo_ci/Makefile
deleted file mode 100644
index 3ca47fb..0000000
--- a/control-pipeline/tests/applicability_demo_ci/Makefile
+++ /dev/null
@@ -1,23 +0,0 @@
-PYTHON ?= python3
-
-.PHONY: install test eval report clean
-
-install:
-	$(PYTHON) -m pip install -U pip
-	$(PYTHON) -m pip install -r requirements.txt
-
-test:
-	pytest -q
-
-eval:
-	$(PYTHON) evaluator.py \
-		--cases demo_cases.yaml \
-		--actual-dir actual_outputs \
-		--report-json reports/latest_report.json \
-		--report-md reports/latest_report.md
-
-report: eval
-	cat reports/latest_report.md
-
-clean:
-	rm -f reports/latest_report.json reports/latest_report.md
diff --git a/control-pipeline/tests/applicability_demo_ci/README.md b/control-pipeline/tests/applicability_demo_ci/README.md
deleted file mode 100644
index e6bb590..0000000
--- a/control-pipeline/tests/applicability_demo_ci/README.md
+++ /dev/null
@@ -1,32 +0,0 @@
-# Applicability Demo CI Suite
-
-Diese Variante ist als direkt einhängbare Regression-Suite gedacht.
-
-## Enthalten
-- `demo_cases.yaml` — priorisierte Demo-Fälle
-- `actual_outputs/` — Golden Outputs
-- `evaluator.py` — Assertions + Report-Generator
-- `tests/` — pytest-Regressionen
-- `Makefile` — lokale Standardbefehle
-- `.github/workflows/applicability-demo-regression.yml` — GitHub Actions Job
-
-## Lokal starten
-```bash
-make install
-make eval
-make test
-```
-
-## Reports
-Nach `make eval` liegen die Reports hier:
-- `reports/latest_report.json`
-- `reports/latest_report.md`
-
-## Einbau in euer Repo
-Am einfachsten legt ihr den Ordner als `applicability_demo_ci/` ins Repo.
-Der Workflow ist bereits darauf ausgelegt.
-
-## Nächste sinnvolle Anpassung
-- `actual_outputs/` durch echte Endpoint-Outputs ersetzen
-- optional kleinen Adapter bauen, falls euer API-Schema leicht abweicht
-- weitere Grenzfälle ergänzen: WEEE, Medizinprodukt, Bildung, AI Act, CRA
diff --git a/control-pipeline/tests/applicability_demo_ci/actual_outputs/CASE-001.json b/control-pipeline/tests/applicability_demo_ci/actual_outputs/CASE-001.json
deleted file mode 100644
index 0170564..0000000
--- a/control-pipeline/tests/applicability_demo_ci/actual_outputs/CASE-001.json
+++ /dev/null
@@ -1,25 +0,0 @@
-{
-  "case_id": "CASE-001",
-  "assigned_controls": [
-    "GDPR-INFO-THIRDPARTY-001",
-    "GDPR-ROPA-001",
-    "GDPR-LEGAL-BASIS-001",
-    "VENDOR-DUE-DILIGENCE-001"
-  ],
-  "excluded_controls": [
-    "PSD2-LICENSING-001",
-    "PAYMENT-INSTITUTION-AUTH-001",
-    "AML-KYC-CUSTOMER-ONBOARDING-001"
-  ],
-  "escalations": [],
-  "inferred_industries": [
-    "retail_ecommerce"
-  ],
-  "confidence": {
-    "overall": 0.93,
-    "industry_assignment": 0.96,
-    "control_assignment": 0.91
-  },
-  "explanation": "Stripe ist eigenständiger Zahlungsdienstleister. Das Unternehmen erbringt keine eigene Erbringung regulierter Zahlungsdienste. Datenschutz- und Transparenzpflichten bleiben relevant.",
-  "uncertainty_flags": []
-}
\ No newline at end of file
diff --git a/control-pipeline/tests/applicability_demo_ci/actual_outputs/CASE-002.json b/control-pipeline/tests/applicability_demo_ci/actual_outputs/CASE-002.json
deleted file mode 100644
index bb73412..0000000
--- a/control-pipeline/tests/applicability_demo_ci/actual_outputs/CASE-002.json
+++ /dev/null
@@ -1,26 +0,0 @@
-{
-  "case_id": "CASE-002",
-  "assigned_controls": [
-    "BANK-ACCESS-AUTH-001",
-    "BATTERY-LABELING-001",
-    "BATTERY-TAKEBACK-001",
-    "PRODUCT-COMPLIANCE-DOC-001",
-    "WEEE-REGISTRATION-001"
-  ],
-  "excluded_controls": [],
-  "escalations": [
-    "BATTERY-PRODUCER-DEFINITION-001"
-  ],
-  "inferred_industries": [
-    "financial_services"
-  ],
-  "confidence": {
-    "overall": 0.82,
-    "industry_assignment": 0.95,
-    "control_assignment": 0.76
-  },
-  "explanation": "Die statische Branchenzuweisung ist nicht abschließend. Ein physisches Produkt mit Batterie erweitert den Scope. Die Rolle als Inverkehrbringer oder Hersteller prüfen bleibt relevant.",
-  "uncertainty_flags": [
-    "producer_role_unclear"
-  ]
-}
\ No newline at end of file
diff --git a/control-pipeline/tests/applicability_demo_ci/actual_outputs/CASE-004.json b/control-pipeline/tests/applicability_demo_ci/actual_outputs/CASE-004.json
deleted file mode 100644
index 50d7f58..0000000
--- a/control-pipeline/tests/applicability_demo_ci/actual_outputs/CASE-004.json
+++ /dev/null
@@ -1,25 +0,0 @@
-{
-  "case_id": "CASE-004",
-  "assigned_controls": [
-    "PSD2-LICENSING-001",
-    "AML-KYC-CUSTOMER-ONBOARDING-001",
-    "AML-TRANSACTION-MONITORING-001",
-    "FRAUD-CONTROLS-001"
-  ],
-  "excluded_controls": [],
-  "escalations": [
-    "REGULATORY-PERIMETER-ASSESSMENT-001"
-  ],
-  "inferred_industries": [
-    "financial_services"
-  ],
-  "confidence": {
-    "overall": 0.89,
-    "industry_assignment": 0.97,
-    "control_assignment": 0.87
-  },
-  "explanation": "Es liegt möglicherweise ein regulierter Zahlungsdienst vor. AML/KYC relevant ist die Entgegennahme und Weiterleitung von Kundengeldern. Die rechtliche Einordnung nicht nur Datenschutz muss geprüft werden.",
-  "uncertainty_flags": [
-    "regulatory_perimeter_needs_confirmation"
-  ]
-}
\ No newline at end of file
diff --git a/control-pipeline/tests/applicability_demo_ci/actual_outputs/CASE-006.json b/control-pipeline/tests/applicability_demo_ci/actual_outputs/CASE-006.json
deleted file mode 100644
index c2a02d9..0000000
--- a/control-pipeline/tests/applicability_demo_ci/actual_outputs/CASE-006.json
+++ /dev/null
@@ -1,26 +0,0 @@
-{
-  "case_id": "CASE-006",
-  "assigned_controls": [
-    "VENDOR-DUE-DILIGENCE-001",
-    "GDPR-INFO-THIRDPARTY-001"
-  ],
-  "excluded_controls": [
-    "TKG-CUSTOMER-INFORMATION-001",
-    "TKG-CONTRACT-TRANSPARENCY-001"
-  ],
-  "escalations": [
-    "ECS-QUALIFICATION-ASSESSMENT-001"
-  ],
-  "inferred_industries": [
-    "software_saas"
-  ],
-  "confidence": {
-    "overall": 0.87,
-    "industry_assignment": 0.94,
-    "control_assignment": 0.84
-  },
-  "explanation": "Die bloße Nutzung eines Gateways ist nicht automatisch eigener TK-Dienst.",
-  "uncertainty_flags": [
-    "ecs_boundary_case"
-  ]
-}
\ No newline at end of file
diff --git a/control-pipeline/tests/applicability_demo_ci/actual_outputs/CASE-008.json b/control-pipeline/tests/applicability_demo_ci/actual_outputs/CASE-008.json
deleted file mode 100644
index e382fe9..0000000
--- a/control-pipeline/tests/applicability_demo_ci/actual_outputs/CASE-008.json
+++ /dev/null
@@ -1,27 +0,0 @@
-{
-  "case_id": "CASE-008",
-  "assigned_controls": [
-    "BATTERY-LABELING-001",
-    "BATTERY-TAKEBACK-001",
-    "CE-TECHNICAL-DOC-001",
-    "IMPORTER-RESPONSIBILITIES-001",
-    "RED-CONFORMITY-001",
-    "WEEE-REGISTRATION-001"
-  ],
-  "excluded_controls": [],
-  "escalations": [
-    "PRODUCT-QUALIFICATION-MULTIREGIME-001"
-  ],
-  "inferred_industries": [
-    "software_saas"
-  ],
-  "confidence": {
-    "overall": 0.84,
-    "industry_assignment": 0.93,
-    "control_assignment": 0.8
-  },
-  "explanation": "Die ursprüngliche Branche ist Software. Zusätzliche Produkt- und Importeurspflichten werden scope-basiert aktiviert.",
-  "uncertainty_flags": [
-    "multi_regime_product_scope"
-  ]
-}
\ No newline at end of file
diff --git a/control-pipeline/tests/applicability_demo_ci/actual_outputs/CASE-011.json b/control-pipeline/tests/applicability_demo_ci/actual_outputs/CASE-011.json
deleted file mode 100644
index 4aac981..0000000
--- a/control-pipeline/tests/applicability_demo_ci/actual_outputs/CASE-011.json
+++ /dev/null
@@ -1,24 +0,0 @@
-{
-  "case_id": "CASE-011",
-  "assigned_controls": [
-    "THIRD-PARTY-FINANCIAL-PROVIDER-DUE-DILIGENCE-001"
-  ],
-  "excluded_controls": [],
-  "escalations": [
-    "REGULATORY-PERIMETER-ASSESSMENT-001",
-    "OWN-VS-PARTNER-ROLE-ANALYSIS-001"
-  ],
-  "inferred_industries": [
-    "software_saas"
-  ],
-  "confidence": {
-    "overall": 0.61,
-    "industry_assignment": 0.9,
-    "control_assignment": 0.58
-  },
-  "explanation": "Es besteht ein unklarer regulatorischer Perimeter. Die Rolle des Unternehmens ist nicht eindeutig. Eskalation erforderlich.",
-  "uncertainty_flags": [
-    "unclear_funds_flow",
-    "own_vs_partner_role_unclear"
-  ]
-}
\ No newline at end of file
diff --git a/control-pipeline/tests/applicability_demo_ci/demo_cases.yaml b/control-pipeline/tests/applicability_demo_ci/demo_cases.yaml
deleted file mode 100644
index a5f2559..0000000
--- a/control-pipeline/tests/applicability_demo_ci/demo_cases.yaml
+++ /dev/null
@@ -1,119 +0,0 @@
-version: "1.0"
-suite: "applicability-engine-demo-cases-priority-6"
-cases:
-  - id: "CASE-001"
-    title: "SaaS-Webshop mit Stripe Checkout"
-    expected:
-      inferred_industries:
-        must_include: ["retail_ecommerce"]
-        must_not_include: ["financial_services"]
-      controls:
-        must_assign:
-          - "GDPR-INFO-THIRDPARTY-001"
-          - "GDPR-ROPA-001"
-          - "GDPR-LEGAL-BASIS-001"
-          - "VENDOR-DUE-DILIGENCE-001"
-        must_not_assign:
-          - "PSD2-LICENSING-001"
-          - "PAYMENT-INSTITUTION-AUTH-001"
-          - "AML-KYC-CUSTOMER-ONBOARDING-001"
-      reasoning_must_contain:
-        - "Stripe ist eigenständiger Zahlungsdienstleister"
-        - "keine eigene Erbringung regulierter Zahlungsdienste"
-        - "Datenschutz- und Transparenzpflichten bleiben relevant"
-
-  - id: "CASE-002"
-    title: "Bank gibt TAN-Generator mit Batterie an Kunden aus"
-    expected:
-      inferred_industries:
-        must_include: ["financial_services"]
-        must_not_include: ["manufacturing"]
-      controls:
-        must_assign:
-          - "BANK-ACCESS-AUTH-001"
-          - "BATTERY-LABELING-001"
-          - "BATTERY-TAKEBACK-001"
-          - "PRODUCT-COMPLIANCE-DOC-001"
-        may_assign_if_explained:
-          - "WEEE-REGISTRATION-001"
-        escalate_for_legal_review:
-          - "BATTERY-PRODUCER-DEFINITION-001"
-      reasoning_must_contain:
-        - "statische Branchenzuweisung ist nicht abschließend"
-        - "physisches Produkt mit Batterie erweitert den Scope"
-        - "Rolle als Inverkehrbringer oder Hersteller prüfen"
-
-  - id: "CASE-004"
-    title: "Fintech mit eigener Wallet und Weiterleitung von Kundengeldern"
-    expected:
-      inferred_industries:
-        must_include: ["financial_services"]
-      controls:
-        must_assign:
-          - "PSD2-LICENSING-001"
-          - "AML-KYC-CUSTOMER-ONBOARDING-001"
-          - "AML-TRANSACTION-MONITORING-001"
-          - "FRAUD-CONTROLS-001"
-        escalate_for_legal_review:
-          - "REGULATORY-PERIMETER-ASSESSMENT-001"
-      reasoning_must_contain:
-        - "möglicherweise regulierter Zahlungsdienst"
-        - "AML/KYC relevant"
-        - "rechtliche Einordnung nicht nur Datenschutz"
-
-  - id: "CASE-006"
-    title: "SaaS-Unternehmen verschickt nur SMS über externen Gateway"
-    expected:
-      inferred_industries:
-        must_include: ["software_saas"]
-        must_not_include: ["telecommunications"]
-      controls:
-        must_assign:
-          - "VENDOR-DUE-DILIGENCE-001"
-          - "GDPR-INFO-THIRDPARTY-001"
-        must_not_assign:
-          - "TKG-CUSTOMER-INFORMATION-001"
-          - "TKG-CONTRACT-TRANSPARENCY-001"
-        escalate_for_legal_review:
-          - "ECS-QUALIFICATION-ASSESSMENT-001"
-      reasoning_must_contain:
-        - "bloße Nutzung eines Gateways ist nicht automatisch eigener TK-Dienst"
-
-  - id: "CASE-008"
-    title: "Importeur von IoT-Geräten mit Batterien und Funkmodul"
-    expected:
-      inferred_industries:
-        must_include: ["software_saas"]
-      controls:
-        must_assign:
-          - "BATTERY-LABELING-001"
-          - "BATTERY-TAKEBACK-001"
-          - "CE-TECHNICAL-DOC-001"
-          - "IMPORTER-RESPONSIBILITIES-001"
-        may_assign_if_explained:
-          - "RED-CONFORMITY-001"
-          - "WEEE-REGISTRATION-001"
-        escalate_for_legal_review:
-          - "PRODUCT-QUALIFICATION-MULTIREGIME-001"
-      reasoning_must_contain:
-        - "ursprüngliche Branche ist Software"
-        - "zusätzliche Produkt- und Importeurspflichten werden scope-basiert aktiviert"
-
-  - id: "CASE-011"
-    title: "Unklarer Grenzfall mit Embedded Finance"
-    expected:
-      inferred_industries:
-        must_include: ["software_saas"]
-      controls:
-        must_assign:
-          - "THIRD-PARTY-FINANCIAL-PROVIDER-DUE-DILIGENCE-001"
-        may_assign_if_explained:
-          - "PSD2-LICENSING-001"
-          - "AML-KYC-CUSTOMER-ONBOARDING-001"
-        escalate_for_legal_review:
-          - "REGULATORY-PERIMETER-ASSESSMENT-001"
-          - "OWN-VS-PARTNER-ROLE-ANALYSIS-001"
-      reasoning_must_contain:
-        - "unklarer regulatorischer Perimeter"
-        - "Rolle des Unternehmens ist nicht eindeutig"
-        - "Eskalation erforderlich"
diff --git a/control-pipeline/tests/applicability_demo_ci/evaluator.py b/control-pipeline/tests/applicability_demo_ci/evaluator.py
deleted file mode 100644
index d761fb8..0000000
--- a/control-pipeline/tests/applicability_demo_ci/evaluator.py
+++ /dev/null
@@ -1,87 +0,0 @@
-from __future__ import annotations
-import argparse, json
-from pathlib import Path
-from typing import Any, Dict, List
-
-import yaml
-
-def load_yaml(path: Path) -> Dict[str, Any]:
-    return yaml.safe_load(path.read_text(encoding="utf-8"))
-
-def load_json(path: Path) -> Dict[str, Any]:
-    return json.loads(path.read_text(encoding="utf-8"))
-
-def contains_phrase(explanation: str, phrase: str) -> bool:
-    return phrase.lower() in explanation.lower()
-
-def evaluate_case(expected_case: Dict[str, Any], actual: Dict[str, Any]) -> Dict[str, Any]:
-    errors: List[str] = []
-    warnings: List[str] = []
-    expected = expected_case["expected"]
-    assigned = set(actual.get("assigned_controls", []))
-    escalations = set(actual.get("escalations", []))
-    industries = set(actual.get("inferred_industries", []))
-    explanation = actual.get("explanation", "")
-    uncertainty_flags = actual.get("uncertainty_flags", [])
-    controls = expected.get("controls", {})
-
-    for c in controls.get("must_assign", []):
-        if c not in assigned:
-            errors.append(f"missing must_assign control: {c}")
-    for c in controls.get("must_not_assign", []):
-        if c in assigned:
-            errors.append(f"forbidden control assigned: {c}")
-    for c in controls.get("escalate_for_legal_review", []):
-        if c not in escalations:
-            errors.append(f"missing escalation: {c}")
-    for i in expected.get("inferred_industries", {}).get("must_include", []):
-        if i not in industries:
-            errors.append(f"missing inferred industry: {i}")
-    for i in expected.get("inferred_industries", {}).get("must_not_include", []):
-        if i in industries:
-            errors.append(f"forbidden inferred industry present: {i}")
-    for p in expected.get("reasoning_must_contain", []):
-        if not contains_phrase(explanation, p):
-            errors.append(f"missing reasoning phrase: {p}")
-    if controls.get("escalate_for_legal_review") and not uncertainty_flags:
-        warnings.append("escalation present without uncertainty_flags")
-    return {"case_id": expected_case["id"], "title": expected_case.get("title"), "passed": not errors, "errors": errors, "warnings": warnings}
-
-def evaluate_suite(cases_path: Path, actual_dir: Path) -> Dict[str, Any]:
-    suite = load_yaml(cases_path)
-    results = []
-    for case in suite["cases"]:
-        actual_path = actual_dir / f"{case['id']}.json"
-        if not actual_path.exists():
-            results.append({"case_id": case["id"], "title": case.get("title"), "passed": False, "errors": [f"missing actual output file: {actual_path.name}"], "warnings": []})
-            continue
-        results.append(evaluate_case(case, load_json(actual_path)))
-    passed = sum(1 for r in results if r["passed"])
-    return {"suite": suite.get("suite"), "total_cases": len(results), "passed": passed, "failed": len(results)-passed, "results": results}
-
-def render_md(report: Dict[str, Any]) -> str:
-    lines = [f"# {report.get('suite', 'Applicability Demo Report')}", "", "## Summary", f"- Total cases: {report['total_cases']}", f"- Passed: {report['passed']}", f"- Failed: {report['failed']}", "", "## Results"]
-    for r in report["results"]:
-        status = "PASS" if r["passed"] else "FAIL"
-        lines.append(f"- {r['case_id']}: {status}")
-        for e in r["errors"]:
-            lines.append(f"  - error: {e}")
-        for w in r["warnings"]:
-            lines.append(f"  - warning: {w}")
-    lines.append("")
-    return "\n".join(lines)
-
-def main() -> None:
-    ap = argparse.ArgumentParser()
-    ap.add_argument("--cases", type=Path, required=True)
-    ap.add_argument("--actual-dir", type=Path, required=True)
-    ap.add_argument("--report-json", type=Path, required=True)
-    ap.add_argument("--report-md", type=Path, required=True)
-    args = ap.parse_args()
-    report = evaluate_suite(args.cases, args.actual_dir)
-    args.report_json.write_text(json.dumps(report, indent=2, ensure_ascii=False), encoding="utf-8")
-    args.report_md.write_text(render_md(report), encoding="utf-8")
-    print(json.dumps(report, indent=2, ensure_ascii=False))
-
-if __name__ == "__main__":
-    main()
diff --git a/control-pipeline/tests/applicability_demo_ci/reports/latest_report.json b/control-pipeline/tests/applicability_demo_ci/reports/latest_report.json
deleted file mode 100644
index b95584d..0000000
--- a/control-pipeline/tests/applicability_demo_ci/reports/latest_report.json
+++ /dev/null
@@ -1,52 +0,0 @@
-{
-  "suite": "applicability-engine-demo-cases-priority-6",
-  "total_cases": 6,
-  "passed": 5,
-  "failed": 1,
-  "results": [
-    {
-      "case_id": "CASE-001",
-      "title": "SaaS-Webshop mit Stripe Checkout",
-      "passed": true,
-      "errors": [],
-      "warnings": []
-    },
-    {
-      "case_id": "CASE-002",
-      "title": "Bank gibt TAN-Generator mit Batterie an Kunden aus",
-      "passed": true,
-      "errors": [],
-      "warnings": []
-    },
-    {
-      "case_id": "CASE-004",
-      "title": "Fintech mit eigener Wallet und Weiterleitung von Kundengeldern",
-      "passed": false,
-      "errors": [
-        "missing reasoning phrase: möglicherweise regulierter Zahlungsdienst"
-      ],
-      "warnings": []
-    },
-    {
-      "case_id": "CASE-006",
-      "title": "SaaS-Unternehmen verschickt nur SMS über externen Gateway",
-      "passed": true,
-      "errors": [],
-      "warnings": []
-    },
-    {
-      "case_id": "CASE-008",
-      "title": "Importeur von IoT-Geräten mit Batterien und Funkmodul",
-      "passed": true,
-      "errors": [],
-      "warnings": []
-    },
-    {
-      "case_id": "CASE-011",
-      "title": "Unklarer Grenzfall mit Embedded Finance",
-      "passed": true,
-      "errors": [],
-      "warnings": []
-    }
-  ]
-}
\ No newline at end of file
diff --git a/control-pipeline/tests/applicability_demo_ci/reports/latest_report.md b/control-pipeline/tests/applicability_demo_ci/reports/latest_report.md
deleted file mode 100644
index 5ffb62c..0000000
--- a/control-pipeline/tests/applicability_demo_ci/reports/latest_report.md
+++ /dev/null
@@ -1,15 +0,0 @@
-# applicability-engine-demo-cases-priority-6
-
-## Summary
-- Total cases: 6
-- Passed: 5
-- Failed: 1
-
-## Results
-- CASE-001: PASS
-- CASE-002: PASS
-- CASE-004: FAIL
-  - error: missing reasoning phrase: möglicherweise regulierter Zahlungsdienst
-- CASE-006: PASS
-- CASE-008: PASS
-- CASE-011: PASS
diff --git a/control-pipeline/tests/applicability_demo_ci/requirements.txt b/control-pipeline/tests/applicability_demo_ci/requirements.txt
deleted file mode 100644
index 0fdbcb0..0000000
--- a/control-pipeline/tests/applicability_demo_ci/requirements.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-PyYAML>=6.0
-pytest>=8.0
diff --git a/control-pipeline/tests/applicability_demo_ci/tests/test_applicability_demo.py b/control-pipeline/tests/applicability_demo_ci/tests/test_applicability_demo.py
deleted file mode 100644
index 7f87ab0..0000000
--- a/control-pipeline/tests/applicability_demo_ci/tests/test_applicability_demo.py
+++ /dev/null
@@ -1,34 +0,0 @@
-from __future__ import annotations
-import json
-import subprocess
-import sys
-from pathlib import Path
-
-ROOT = Path(__file__).resolve().parent.parent
-
-def test_demo_suite_passes() -> None:
-    reports = ROOT / "reports"
-    reports.mkdir(exist_ok=True)
-    cmd = [
-        sys.executable,
-        str(ROOT / "evaluator.py"),
-        "--cases", str(ROOT / "demo_cases.yaml"),
-        "--actual-dir", str(ROOT / "actual_outputs"),
-        "--report-json", str(reports / "latest_report.json"),
-        "--report-md", str(reports / "latest_report.md"),
-    ]
-    completed = subprocess.run(cmd, capture_output=True, text=True, check=False)
-    assert completed.returncode == 0, completed.stderr
-    report = json.loads((reports / "latest_report.json").read_text(encoding="utf-8"))
-    assert report["failed"] == 0, json.dumps(report, indent=2, ensure_ascii=False)
-
-def test_boundary_cases_have_escalations() -> None:
-    boundary_ids = {"CASE-002", "CASE-004", "CASE-006", "CASE-008", "CASE-011"}
-    for case_id in boundary_ids:
-        payload = json.loads((ROOT / "actual_outputs" / f"{case_id}.json").read_text(encoding="utf-8"))
-        assert payload["escalations"], f"{case_id} should include at least one escalation"
-
-def test_stripe_case_not_psd2() -> None:
-    payload = json.loads((ROOT / "actual_outputs" / "CASE-001.json").read_text(encoding="utf-8"))
-    assert "PSD2-LICENSING-001" not in payload["assigned_controls"]
-    assert "PAYMENT-INSTITUTION-AUTH-001" not in payload["assigned_controls"]
diff --git a/control-pipeline/tests/applicability_demo_sdk/README.md b/control-pipeline/tests/applicability_demo_sdk/README.md
deleted file mode 100644
index 6f2d442..0000000
--- a/control-pipeline/tests/applicability_demo_sdk/README.md
+++ /dev/null
@@ -1,42 +0,0 @@
-# Applicability SDK Demo Contract Package
-
-## Ziel
-Diese Version ist dafür gedacht, die Demo-Cases direkt gegen euren echten Endpoint zu schießen.
-
-## Struktur
-- `requests/CASE-*.json` — Request-Payloads je Demo-Case
-- `contracts/response_contract.json` — fachlicher Mindestvertrag
-- `contracts/response_schema.json` — JSON-Schema für die technische Response-Struktur
-- `api_runner.py` — POSTet alle Cases an euren Endpoint und speichert die Responses
-- `../applicability_demo/evaluator.py` — kann anschließend gegen die gespeicherten Responses laufen
-
-## Beispielablauf
-
-### 1. Cases gegen euren Endpoint schicken
-```bash
-python api_runner.py --endpoint http://127.0.0.1:8098/v1/applicability/evaluate
-```
-
-Die Responses landen dann in:
-```text
-actual_outputs/CASE-001.json
-...
-```
-
-### 2. Gegen den Evaluator prüfen
-```bash
-python ../applicability_demo/evaluator.py   --cases ../applicability_demo/demo_cases.yaml   --actual-dir ./actual_outputs   --report-json ./reports/latest_report.json   --report-md ./reports/latest_report.md
-```
-
-## Erwartung an euren Endpoint
-Request:
-- JSON POST
-- Request Body entspricht den Dateien in `requests/`
-
-Response:
-- Muss mindestens die Felder aus `contracts/response_contract.json` enthalten
-
-## Hinweise
-- Wenn euer Endpoint andere Feldnamen nutzt, baut einen kleinen Adapter vor dem Evaluator.
-- Wenn ihr mehrere Modi habt, könnt ihr `mode` nutzen, um deterministische Applicability-Analysen zu erzwingen.
-- Für Grenzfälle wie `CASE-011` soll das System nicht künstlich sicher tun, sondern eskalieren.
diff --git a/control-pipeline/tests/applicability_demo_sdk/api_runner.py b/control-pipeline/tests/applicability_demo_sdk/api_runner.py
deleted file mode 100644
index ce5bcee..0000000
--- a/control-pipeline/tests/applicability_demo_sdk/api_runner.py
+++ /dev/null
@@ -1,56 +0,0 @@
-from __future__ import annotations
-
-import argparse
-import json
-import sys
-from pathlib import Path
-from urllib import request, error
-
-def post_json(url: str, payload: dict, timeout: int = 60) -> dict:
-    data = json.dumps(payload).encode("utf-8")
-    req = request.Request(
-        url,
-        data=data,
-        headers={"Content-Type": "application/json"},
-        method="POST",
-    )
-    with request.urlopen(req, timeout=timeout) as resp:
-        raw = resp.read().decode("utf-8")
-        return json.loads(raw)
-
-def main() -> None:
-    parser = argparse.ArgumentParser(description="Send demo applicability cases to an API endpoint.")
-    parser.add_argument("--endpoint", required=True, help="Full HTTP endpoint URL")
-    parser.add_argument("--requests-dir", type=Path, default=Path(__file__).resolve().parent / "requests")
-    parser.add_argument("--out-dir", type=Path, default=Path(__file__).resolve().parent / "actual_outputs")
-    parser.add_argument("--case-id", default=None, help="Optional single case id, e.g. CASE-001")
-    args = parser.parse_args()
-
-    args.out_dir.mkdir(parents=True, exist_ok=True)
-
-    files = sorted(args.requests_dir.glob("CASE-*.json"))
-    if args.case_id:
-        files = [args.requests_dir / f"{args.case_id}.json"]
-
-    failures = 0
-    for path in files:
-        payload = json.loads(path.read_text(encoding="utf-8"))
-        try:
-            result = post_json(args.endpoint, payload)
-        except error.HTTPError as exc:
-            failures += 1
-            print(f"[FAIL] {path.name}: HTTP {exc.code}", file=sys.stderr)
-            continue
-        except Exception as exc:
-            failures += 1
-            print(f"[FAIL] {path.name}: {exc}", file=sys.stderr)
-            continue
-
-        out_path = args.out_dir / path.name
-        out_path.write_text(json.dumps(result, indent=2, ensure_ascii=False), encoding="utf-8")
-        print(f"[OK] wrote {out_path}")
-
-    raise SystemExit(1 if failures else 0)
-
-if __name__ == "__main__":
-    main()
diff --git a/control-pipeline/tests/applicability_demo_sdk/contracts/response_contract.json b/control-pipeline/tests/applicability_demo_sdk/contracts/response_contract.json
deleted file mode 100644
index a6ab614..0000000
--- a/control-pipeline/tests/applicability_demo_sdk/contracts/response_contract.json
+++ /dev/null
@@ -1,35 +0,0 @@
-{
-  "name": "ApplicabilityAssessmentResponse",
-  "description": "Mindestvertrag für Responses des Applicability-Endpoints.",
-  "required_fields": {
-    "case_id": "string",
-    "assigned_controls": [
-      "string"
-    ],
-    "excluded_controls": [
-      "string"
-    ],
-    "escalations": [
-      "string"
-    ],
-    "inferred_industries": [
-      "string"
-    ],
-    "confidence": {
-      "overall": "number",
-      "industry_assignment": "number",
-      "control_assignment": "number"
-    },
-    "explanation": "string",
-    "uncertainty_flags": [
-      "string"
-    ]
-  },
-  "semantic_rules": [
-    "must_assign controls müssen in assigned_controls enthalten sein",
-    "must_not_assign controls dürfen nicht in assigned_controls enthalten sein",
-    "escalate_for_legal_review muss in escalations abgebildet werden",
-    "Grenzfälle sollen uncertainty_flags setzen",
-    "explanation muss die juristische oder fachliche Abgrenzung nachvollziehbar beschreiben"
-  ]
-}
\ No newline at end of file
diff --git a/control-pipeline/tests/applicability_demo_sdk/contracts/response_schema.json b/control-pipeline/tests/applicability_demo_sdk/contracts/response_schema.json
deleted file mode 100644
index 056418f..0000000
--- a/control-pipeline/tests/applicability_demo_sdk/contracts/response_schema.json
+++ /dev/null
@@ -1,73 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "title": "ApplicabilityAssessmentResponse",
-  "type": "object",
-  "required": [
-    "case_id",
-    "assigned_controls",
-    "excluded_controls",
-    "escalations",
-    "inferred_industries",
-    "confidence",
-    "explanation",
-    "uncertainty_flags"
-  ],
-  "properties": {
-    "case_id": {
-      "type": "string"
-    },
-    "assigned_controls": {
-      "type": "array",
-      "items": {
-        "type": "string"
-      }
-    },
-    "excluded_controls": {
-      "type": "array",
-      "items": {
-        "type": "string"
-      }
-    },
-    "escalations": {
-      "type": "array",
-      "items": {
-        "type": "string"
-      }
-    },
-    "inferred_industries": {
-      "type": "array",
-      "items": {
-        "type": "string"
-      }
-    },
-    "confidence": {
-      "type": "object",
-      "required": [
-        "overall",
-        "industry_assignment",
-        "control_assignment"
-      ],
-      "properties": {
-        "overall": {
-          "type": "number"
-        },
-        "industry_assignment": {
-          "type": "number"
-        },
-        "control_assignment": {
-          "type": "number"
-        }
-      }
-    },
-    "explanation": {
-      "type": "string"
-    },
-    "uncertainty_flags": {
-      "type": "array",
-      "items": {
-        "type": "string"
-      }
-    }
-  },
-  "additionalProperties": true
-}
\ No newline at end of file
diff --git a/control-pipeline/tests/applicability_demo_sdk/requests/CASE-001.json b/control-pipeline/tests/applicability_demo_sdk/requests/CASE-001.json
deleted file mode 100644
index 3ac54ba..0000000
--- a/control-pipeline/tests/applicability_demo_sdk/requests/CASE-001.json
+++ /dev/null
@@ -1,20 +0,0 @@
-{
-  "case_id": "CASE-001",
-  "mode": "applicability_assessment",
-  "jurisdiction": "DE",
-  "company_profile": {
-    "company_type": "GmbH",
-    "primary_industry": "retail_ecommerce",
-    "summary": "Ein deutsches Unternehmen betreibt einen Webshop für physische Produkte. Zahlungen werden über Stripe Checkout abgewickelt. Das Unternehmen hält selbst keine Kundengelder, führt keine Zahlungskonten und bietet keine eigenen Zahlungsdienste an."
-  },
-  "facts": {
-    "sells_physical_products": true,
-    "webshop": true,
-    "payment_provider": "Stripe",
-    "stores_card_data": false,
-    "holds_customer_funds": false,
-    "operates_payment_service": false,
-    "processes_personal_data": true,
-    "sends_data_to_stripe": true
-  }
-}
\ No newline at end of file
diff --git a/control-pipeline/tests/applicability_demo_sdk/requests/CASE-002.json b/control-pipeline/tests/applicability_demo_sdk/requests/CASE-002.json
deleted file mode 100644
index 93f5e80..0000000
--- a/control-pipeline/tests/applicability_demo_sdk/requests/CASE-002.json
+++ /dev/null
@@ -1,18 +0,0 @@
-{
-  "case_id": "CASE-002",
-  "mode": "applicability_assessment",
-  "jurisdiction": "DE",
-  "company_profile": {
-    "company_type": "AG",
-    "primary_industry": "financial_services",
-    "summary": "Eine Bank gibt physische TAN-Generatoren mit eingebauter Batterie an Endkunden aus. Die Geräte werden unter eigener Marke vertrieben."
-  },
-  "facts": {
-    "provides_banking_services": true,
-    "distributes_physical_products": true,
-    "product_contains_battery": true,
-    "product_under_own_brand": true,
-    "imports_product_from_non_eu": false,
-    "manufactures_product": false
-  }
-}
\ No newline at end of file
diff --git a/control-pipeline/tests/applicability_demo_sdk/requests/CASE-004.json b/control-pipeline/tests/applicability_demo_sdk/requests/CASE-004.json
deleted file mode 100644
index 5882f1c..0000000
--- a/control-pipeline/tests/applicability_demo_sdk/requests/CASE-004.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "case_id": "CASE-004",
-  "mode": "applicability_assessment",
-  "jurisdiction": "DE",
-  "company_profile": {
-    "company_type": "GmbH",
-    "primary_industry": "financial_services",
-    "summary": "Ein Fintech bietet eine App mit Wallet-Funktion, Kundengelder werden entgegengenommen und an Händler weitergeleitet."
-  },
-  "facts": {
-    "provides_wallet": true,
-    "holds_customer_funds": true,
-    "executes_payment_transactions": true,
-    "customer_onboarding": true,
-    "transaction_monitoring": true
-  }
-}
\ No newline at end of file
diff --git a/control-pipeline/tests/applicability_demo_sdk/requests/CASE-006.json b/control-pipeline/tests/applicability_demo_sdk/requests/CASE-006.json
deleted file mode 100644
index bb0d1be..0000000
--- a/control-pipeline/tests/applicability_demo_sdk/requests/CASE-006.json
+++ /dev/null
@@ -1,16 +0,0 @@
-{
-  "case_id": "CASE-006",
-  "mode": "applicability_assessment",
-  "jurisdiction": "DE",
-  "company_profile": {
-    "company_type": "UG",
-    "primary_industry": "software_saas",
-    "summary": "Eine SaaS-Plattform verschickt Login-Codes per Twilio/SMS-Gateway, betreibt aber kein eigenes öffentliches Telekommunikationsnetz und bietet keinen Telekommunikationsdienst am Markt an."
-  },
-  "facts": {
-    "sends_sms_notifications": true,
-    "uses_external_gateway": true,
-    "provides_public_telecom_services": false,
-    "operates_network": false
-  }
-}
\ No newline at end of file
diff --git a/control-pipeline/tests/applicability_demo_sdk/requests/CASE-008.json b/control-pipeline/tests/applicability_demo_sdk/requests/CASE-008.json
deleted file mode 100644
index addd9fe..0000000
--- a/control-pipeline/tests/applicability_demo_sdk/requests/CASE-008.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "case_id": "CASE-008",
-  "mode": "applicability_assessment",
-  "jurisdiction": "DE",
-  "company_profile": {
-    "company_type": "GmbH",
-    "primary_industry": "software_saas",
-    "summary": "Ein Softwareunternehmen verkauft nun zusätzlich eigene IoT-Sensoren mit Batterie und Funkmodul unter eigener Marke."
-  },
-  "facts": {
-    "imports_from_non_eu": true,
-    "sells_hardware": true,
-    "product_contains_battery": true,
-    "product_has_radio": true,
-    "own_brand": true
-  }
-}
\ No newline at end of file
diff --git a/control-pipeline/tests/applicability_demo_sdk/requests/CASE-011.json b/control-pipeline/tests/applicability_demo_sdk/requests/CASE-011.json
deleted file mode 100644
index c5232ce..0000000
--- a/control-pipeline/tests/applicability_demo_sdk/requests/CASE-011.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "case_id": "CASE-011",
-  "mode": "applicability_assessment",
-  "jurisdiction": "DE",
-  "company_profile": {
-    "company_type": "GmbH",
-    "primary_industry": "software_saas",
-    "summary": "Eine Plattform ermöglicht Händlern Auszahlungen, virtuelle Konten, Split Settlements und einen Finanzierungsvorschuss, teilweise über Partnerbanken, teilweise über eigene Prozesse."
-  },
-  "facts": {
-    "virtual_accounts": true,
-    "split_settlements": true,
-    "advance_payments": true,
-    "partner_bank_involved": true,
-    "own_funds_flow_unclear": true
-  }
-}
\ No newline at end of file
diff --git a/control-pipeline/tests/test_applicability_use_cases.py b/control-pipeline/tests/test_applicability_use_cases.py
index 636b1d5..a33b89f 100644
--- a/control-pipeline/tests/test_applicability_use_cases.py
+++ b/control-pipeline/tests/test_applicability_use_cases.py
@@ -135,39 +135,96 @@ class TestAcceptanceRules:
 # Integration Tests (require DB + Applicability Engine)
 # ---------------------------------------------------------------------------
 
-@pytest.mark.skip(reason="Requires running DB + Applicability Engine — enable for SDK demo")
+@pytest.mark.skipif(
+    not os.getenv("DATABASE_URL"),
+    reason="Requires DATABASE_URL env var pointing to a running PostgreSQL with compliance schema",
+)
 class TestApplicabilityIntegration:
     """Run use cases against the real Applicability Engine.
 
-    Enable by removing @skip and ensuring DATABASE_URL is set.
+    Enable by setting DATABASE_URL env var.
+    Calls the real get_applicable_controls() from services/applicability_engine.py
+    and checks results against must_match / must_not_match from demo_cases.yaml.
 
-    Scoring per case:
-      must_include_match:     0..1
-      must_not_include_match: 0..1
-      reasoning_correct:      0..1
-      escalation_correct:     0..1
-      total_score:            0..4
+    The checks use source_citation->>'source' to identify which regulation
+    a control comes from (e.g. "TKG", "DSGVO", "NIS2"), since our real
+    control_ids use domain prefixes (SEC-001, DATA-002) not regulation names.
     """
 
+    @pytest.fixture(autouse=True)
+    def setup_db(self):
+        from db.session import SessionLocal
+        self.db = SessionLocal()
+        yield
+        self.db.close()
+
     @pytest.mark.parametrize("case", DEMO_CASES, ids=CASE_IDS)
     def test_applicability(self, case):
-        # TODO: Implement against real ApplicabilityEngine
-        # from services.applicability_engine import get_applicable_controls
-        # from db.session import SessionLocal
-        #
-        # db = SessionLocal()
-        # result = get_applicable_controls(
-        #     db=db,
-        #     industry=case["company_profile"]["sector"],
-        #     company_size=case["company_profile"].get("size", "medium"),
-        #     scope_signals=case.get("scope_answers", {}),
-        # )
-        #
-        # # Score: must_include_match
-        # for required in case["expected"].get("applicable_controls_should_include", []):
-        #     assert any(required.lower() in str(c).lower() for c in result["controls"])
-        #
-        # # Score: must_not_include_match
-        # for forbidden in case["expected"].get("applicable_controls_should_not_include", []):
-        #     assert not any(forbidden.lower() in str(c).lower() for c in result["controls"])
-        pass
+        from services.applicability_engine import get_applicable_controls
+
+        # Map scope_answers booleans to list of active signals
+        scope_answers = case.get("scope_answers", {})
+        active_signals = [k for k, v in scope_answers.items() if v is True]
+
+        result = get_applicable_controls(
+            db=self.db,
+            industry=case["company_profile"].get("sector"),
+            company_size=case["company_profile"].get("size", "medium"),
+            scope_signals=active_signals if active_signals else None,
+            limit=10000,
+        )
+
+        # Collect all source names and control domains from results
+        sources = set()
+        domains = set()
+        for ctrl in result["controls"]:
+            # source from source_citation
+            sc = ctrl.get("source_citation")
+            if isinstance(sc, str):
+                try:
+                    import json as _json
+                    sc = _json.loads(sc)
+                except Exception:
+                    sc = {}
+            if isinstance(sc, dict):
+                src = sc.get("source", "")
+                if src:
+                    sources.add(src)
+            # domain from control_id prefix
+            cid = ctrl.get("control_id", "")
+            if cid:
+                domains.add(cid.split("-")[0].upper())
+
+        all_labels = sources | domains
+
+        # Check must_match: at least one control from this regulation/domain exists
+        for required in case["expected"].get("applicable_controls_should_include", []):
+            matched = any(required.lower() in label.lower() for label in all_labels)
+            # Also check in control titles as fallback
+            if not matched:
+                matched = any(
+                    required.lower() in (ctrl.get("title", "") or "").lower()
+                    for ctrl in result["controls"]
+                )
+            assert matched, (
+                f"{case['id']}: Expected controls related to '{required}' "
+                f"but not found. Sources: {sorted(sources)[:20]}, "
+                f"Domains: {sorted(domains)[:20]}, "
+                f"Total: {result['total_applicable']}"
+            )
+
+        # Check must_not_match: no control from this regulation/domain
+        for forbidden in case["expected"].get("applicable_controls_should_not_include", []):
+            found = any(forbidden.lower() in label.lower() for label in all_labels)
+            if found:
+                # Double check in titles too
+                matching_titles = [
+                    ctrl.get("control_id", "") + ": " + (ctrl.get("title", "") or "")
+                    for ctrl in result["controls"]
+                    if forbidden.lower() in (ctrl.get("title", "") or "").lower()
+                ]
+                assert False, (
+                    f"{case['id']}: Controls related to '{forbidden}' should NOT "
+                    f"be assigned but found in sources/domains. "
+                    f"Examples: {matching_titles[:5]}"
+                )