diff --git a/control-pipeline/docs/LICENSE_RULES.md b/control-pipeline/docs/LICENSE_RULES.md
new file mode 100644
index 0000000..44af2eb
--- /dev/null
+++ b/control-pipeline/docs/LICENSE_RULES.md
@@ -0,0 +1,83 @@
+# Lizenzregeln der Control-Pipeline
+
+> **Stand:** 2026-05-21 — Mapping festgezurrt nach DB-Inspektion und IACE-Audit.
+>
+> Die Pipeline klassifiziert jede Regulation (und damit jedes daraus extrahierte
+> Chunk und jeden atomic_control) in eine von **drei Lizenzregeln**. Die Regel
+> entscheidet, ob der Volltext aufbewahrt werden darf und welche Attribution im
+> Ausgabe-Renderer Pflicht ist.
+
+## Die drei Regeln
+
+| Regel | Bedeutung | Volltext speichern? | Attribution Pflicht? | Beispiele |
+|-------|-----------|---------------------|----------------------|-----------|
+| **1** | Wörtlich — Hoheitsrecht / Public Domain | ✓ | nein (empfohlen für Audit) | EU-Recht (EUR-Lex), Bundesrecht, Satzungsrecht (DGUV UVV), TRBS, TRGS, ASR, US Federal Code (OSHA), NIST SP, EU-Leitfäden |
+| **2** | Wörtlich mit Attribution — freie Lizenzen | ✓ | **ja** | OWASP (CC-BY-SA-4.0), OECD AI Principles (OECD_PUBLIC), ENISA-Dokumente (CC-BY-4.0), Apache-2.0 Werke |
+| **3** | Nur zitieren — proprietäre Standards | ✗ | nicht anwendbar (kein Volltext) | DIN, EN, ISO, ANSI, UL, IEC, IEEE, DGUV Regeln/Informationen/Grundsätze, Bitkom-Leitfäden, BSI-Bausteine (urheberrechtlich) |
+
+**Wichtige Klarstellung:** Regel 3 = "nur Identifier/Abschnitt zitieren", **nicht** "umformulieren". Die ursprüngliche Bezeichnung "neu formulieren" war irreführend. Korrekt: Bei Regel-3-Quellen darf die Pipeline den Volltext nicht speichern; sie bewahrt nur die Quellenreferenz (regulation_id + article/paragraph), und der Output-Renderer zeigt diese Referenz im Frontend/PDF.
+
+## Mapping `license_type` → `license_rule`
+
+| license_type | license_rule | Erklärung |
+|---|---|---|
+| `EU_LAW`, `EU_PUBLIC` | 1 | EU-Verordnungen, Richtlinien, OJ-Veröffentlichungen, EU-Leitfäden |
+| `DE_LAW`, `DE_PUBLIC` | 1 | Bundesgesetze, TRBS, TRGS, ASR, DGUV-UVV (Satzungsrecht) |
+| `AT_LAW`, `CH_LAW`, `FR_LAW`, `IT_LAW`, `ES_LAW`, `NL_LAW`, `HU_LAW` | 1 | Andere EU-Mitgliedsstaaten-Recht |
+| `US_GOV_PUBLIC`, `NIST_PUBLIC_DOMAIN`, `OSHA_PUBLIC` | 1 | US Federal Code (17 U.S.C. §105 Public Domain) |
+| `CC-BY-4.0`, `CC-BY-SA-4.0`, `CC-BY-3.0`, `CC-BY-SA-3.0` | 2 | Creative-Commons mit Attribution-Pflicht |
+| `Apache-2.0`, `MIT` | 2 | Permissive OSS-Lizenzen, NOTICE-Pflicht |
+| `OECD_PUBLIC`, `ENISA_CC_BY_4.0` | 2 | Behörden-Publikationen mit Attribution-Auflage |
+| `DIN_COPYRIGHT`, `ISO_COPYRIGHT`, `ANSI_COPYRIGHT`, `UL_COPYRIGHT`, `IEC_COPYRIGHT` | 3 | Normungsorganisationen — nur Identifier-Zitat |
+| `DGUV_COPYRIGHT` | 3 | DGUV Regeln/Informationen/Grundsätze (nicht UVV) |
+| `BITKOM_COPYRIGHT`, `BSI_COPYRIGHT`, `VDMA_COPYRIGHT` | 3 | Verbands-/Behörden-Publikationen mit eigenständigem Urheberrecht |
+| `OWN_WORK` | 3 | BreakPilot-Eigentexte (Templates, eigene Patterns) — kein externes Lizenzrisiko, aber auch kein Public-Domain-Status |
+
+**Sonderfall DGUV:** Die Klasse trennt sich nach Publikationstyp:
+- DGUV **Vorschriften / UVV** → `DE_LAW` → Regel 1
+- DGUV **Regeln, Informationen, Grundsätze** → `DGUV_COPYRIGHT` → Regel 3
+
+## Auswirkung pro Pipeline-Stage
+
+| Stage | Verhalten bei Regel 1 | Regel 2 | Regel 3 |
+|---|---|---|---|
+| Stage 6 ControlCompose (`pipeline_adapter.py:147`) | speichert `chunk_text` | speichert `chunk_text` | speichert `chunk_text = None` |
+| Atomic-Control-Bildung | Volltext als Quelle | Volltext + Attribution-Vermerk | nur regulation_id + article |
+| Output-Renderer (Frontend/PDF) | optionaler Quellen-Hinweis | **Pflicht-Attribution in Footer + Inline** | nur Identifier rendern |
+| Tech-File-Anhang | Quelle nennen | Quelle + Lizenz-URL | Identifier-Liste |
+
+## Quellen ohne Klassifikation
+
+Aktuell sind in `regulation_registry` **232 Regulationen** klassifiziert (Stand 2026-05-21). Die folgenden müssen noch ergänzt werden (Task #20 deckt den DGUV-Ingest):
+
+| Quelle | Regel | Begründung |
+|---|---|---|
+| TRBS-Familie (24 PDFs im RAG) | 1 | Technische Regeln Betriebssicherheit — BAuA Bundesarbeitsblatt |
+| TRGS-Familie (alle Volltext-Chunks) | 1 | Technische Regeln Gefahrstoffe — BAuA |
+| ASR-Familie (17 PDFs) | 1 | Arbeitsstättenregeln — BAuA |
+| OSHA 29 CFR 1910 Subpart O + Technical Manual | 1 | US Federal Public Domain (17 U.S.C. §105) |
+| DGUV Vorschrift 1 + UVV-Familie (sobald ingest) | 1 | Satzungsrecht der BG |
+| DGUV Regel 100-500 + Information 209-072/074/073 | 3 | DGUV-Copyright, nur Identifier |
+| DIN-Identifier-Tabelle (ohne Volltext) | 3 | DIN-Beuth-Copyright |
+| ANSI B11.0 + RIA R15.06 + UL 508A Identifier | 3 | ANSI/UL-Copyright |
+| ISO 12100/13849/13857 Identifier | 3 | ISO-Copyright |
+
+## Audit-Pflicht
+
+Vor jedem Ingest neuer Quellen:
+1. Lizenz prüfen (publikationen.dguv.de, EUR-Lex, etc.)
+2. license_type aus obiger Tabelle wählen — wenn nicht vorhanden, hier ergänzen
+3. license_rule wird daraus deterministisch abgeleitet
+4. Attribution-Text bei Regel 2 ist Pflichtfeld
+
+Vor jedem Output:
+- Wenn ein atomic_control aus einer Regel-3-Quelle stammt: prüfen dass NUR Identifier gezeigt wird, niemals Volltext
+- Wenn aus Regel-2-Quelle: Attribution muss im PDF-Footer und im Frontend-Tooltip vorhanden sein
+- Wenn aus Regel-1-Quelle: empfohlen Quelle nennen für Auditierbarkeit
+
+## Verweise
+
+- Schema: `migrations/002_regulation_registry.sql`
+- Code: `services/regulation_registry.py`, `services/pipeline_adapter.py`
+- Seed-Script: `scripts/f1_migrate_regulation_registry.py`
+- Tests: `tests/test_regulation_registry.py` (assert: rule IN (1,2,3))
diff --git a/control-pipeline/scripts/audit_license_classification.py b/control-pipeline/scripts/audit_license_classification.py
new file mode 100644
index 0000000..86403fe
--- /dev/null
+++ b/control-pipeline/scripts/audit_license_classification.py
@@ -0,0 +1,256 @@
+#!/usr/bin/env python3
+"""Audit script for license classification gaps in the control pipeline.
+
+Reports:
+
+1. **regulation_registry coverage** — how many regulations are classified, by
+ rule and license_type.
+2. **atomic_controls without license_rule** — how many controls reference a
+ regulation_id that has no entry (or no license_rule) in the registry.
+3. **Qdrant payload consistency** — for each indexed collection, how many
+ chunks carry both ``license`` and ``license_rule`` payload fields.
+
+The goal is to surface every record where the engine could in principle
+extract or emit content but the license rule is unknown — those records are
+the highest-risk material in a license audit.
+
+Usage::
+
+ python3 scripts/audit_license_classification.py --db-host 100.80.114.48
+
+Add ``--check-qdrant`` to also probe ``http://:6333`` collections.
+"""
+
+from __future__ import annotations
+
+import argparse
+import json
+import sys
+from collections import Counter
+from pathlib import Path
+from typing import Optional
+from urllib import request as urllib_request
+
+sys.path.insert(0, str(Path(__file__).resolve().parent.parent))
+
+DEFAULT_HOST = "100.80.114.48"
+DEFAULT_PORT = 5432
+DEFAULT_USER = "breakpilot"
+DEFAULT_DB = "breakpilot_db"
+
+
+def parse_args() -> argparse.Namespace:
+ p = argparse.ArgumentParser(description=__doc__)
+ p.add_argument("--db-host", default=DEFAULT_HOST)
+ p.add_argument("--db-port", type=int, default=DEFAULT_PORT)
+ p.add_argument("--db-user", default=DEFAULT_USER)
+ p.add_argument("--db-name", default=DEFAULT_DB)
+ p.add_argument("--db-password", default="")
+ p.add_argument("--check-qdrant", action="store_true")
+ p.add_argument("--qdrant-host", default="100.80.114.48")
+ p.add_argument("--qdrant-port", type=int, default=6333)
+ p.add_argument("--json", action="store_true", help="Emit JSON result on stdout")
+ return p.parse_args()
+
+
+def audit_registry(conn) -> dict:
+ """Coverage of regulation_registry."""
+ cur = conn.cursor()
+ cur.execute(
+ "SET search_path TO compliance, public; "
+ "SELECT license_rule, license_type, COUNT(*) "
+ "FROM regulation_registry GROUP BY license_rule, license_type "
+ "ORDER BY license_rule, license_type;"
+ )
+ by_rule_and_type: list[tuple] = []
+ by_rule: Counter = Counter()
+ for rule, ltype, count in cur.fetchall():
+ by_rule_and_type.append((rule, ltype or "(empty)", count))
+ by_rule[rule] += count
+
+ cur.execute(
+ "SELECT COUNT(*) FROM regulation_registry "
+ "WHERE license_type IS NULL OR license_type = '';"
+ )
+ missing_type = cur.fetchone()[0]
+
+ cur.execute("SELECT COUNT(*) FROM regulation_registry;")
+ total = cur.fetchone()[0]
+
+ return {
+ "total": total,
+ "by_rule": dict(by_rule),
+ "by_rule_and_type": by_rule_and_type,
+ "missing_license_type": missing_type,
+ }
+
+
+def audit_atomic_controls(conn) -> dict:
+ """Controls whose source regulation has no license rule.
+
+ Important: the schema differs between core (bp-core) and customer
+ deployments. We probe a handful of likely column names and skip if
+ none are found.
+ """
+ cur = conn.cursor()
+ # Detect controls table
+ cur.execute(
+ "SELECT table_name FROM information_schema.tables "
+ "WHERE table_schema='compliance' AND table_name IN "
+ "('atomic_controls','atomic_controls_dedup','canonical_controls');"
+ )
+ tables = [r[0] for r in cur.fetchall()]
+ if not tables:
+ return {"skipped": True, "reason": "no controls table found"}
+
+ result: dict = {"tables": {}}
+ for tbl in tables:
+ cur.execute(
+ f"SELECT column_name FROM information_schema.columns "
+ f"WHERE table_schema='compliance' AND table_name='{tbl}';"
+ )
+ cols = {r[0] for r in cur.fetchall()}
+ if "license_rule" not in cols:
+ result["tables"][tbl] = {"skipped": True, "reason": "no license_rule column"}
+ continue
+ cur.execute(f"SELECT COUNT(*) FROM compliance.{tbl};")
+ total = cur.fetchone()[0]
+ cur.execute(
+ f"SELECT license_rule, COUNT(*) FROM compliance.{tbl} "
+ f"GROUP BY license_rule ORDER BY license_rule;"
+ )
+ by_rule = {str(r[0]): r[1] for r in cur.fetchall()}
+ cur.execute(
+ f"SELECT COUNT(*) FROM compliance.{tbl} WHERE license_rule IS NULL;"
+ )
+ missing = cur.fetchone()[0]
+ result["tables"][tbl] = {
+ "total": total,
+ "by_rule": by_rule,
+ "missing_license_rule": missing,
+ }
+ return result
+
+
+def audit_qdrant(host: str, port: int) -> dict:
+ """Probe Qdrant collections for license + license_rule payload coverage.
+
+ Samples 500 points per collection and reports how many have neither
+ field populated.
+ """
+ out: dict = {"collections": {}}
+ base = f"http://{host}:{port}"
+ try:
+ with urllib_request.urlopen(f"{base}/collections", timeout=10) as r:
+ colls = json.loads(r.read()).get("result", {}).get("collections", [])
+ except Exception as e:
+ return {"error": str(e)}
+
+ for c in colls:
+ name = c["name"]
+ if "compliance" not in name and "atomic_controls" not in name:
+ continue
+ payload = {"limit": 500, "with_payload": True, "with_vector": False}
+ req = urllib_request.Request(
+ f"{base}/collections/{name}/points/scroll",
+ data=json.dumps(payload).encode(),
+ headers={"Content-Type": "application/json"},
+ )
+ try:
+ with urllib_request.urlopen(req, timeout=15) as r:
+ points = json.loads(r.read()).get("result", {}).get("points", [])
+ except Exception as e:
+ out["collections"][name] = {"error": str(e)}
+ continue
+ sampled = len(points)
+ both_set = 0
+ only_license = 0
+ only_rule = 0
+ neither = 0
+ for p in points:
+ pl = p.get("payload", {}) or {}
+ has_lic = bool(pl.get("license"))
+ has_rule = pl.get("license_rule") is not None
+ if has_lic and has_rule:
+ both_set += 1
+ elif has_lic:
+ only_license += 1
+ elif has_rule:
+ only_rule += 1
+ else:
+ neither += 1
+ out["collections"][name] = {
+ "sampled": sampled,
+ "both_set": both_set,
+ "only_license_field": only_license,
+ "only_license_rule_field": only_rule,
+ "neither_set": neither,
+ "neither_pct": round(neither / sampled * 100, 1) if sampled else 0,
+ }
+ return out
+
+
+def main() -> int:
+ args = parse_args()
+ try:
+ import psycopg2
+ except ImportError:
+ print("error: psycopg2 not installed (pip install psycopg2-binary)", file=sys.stderr)
+ return 2
+
+ conn = psycopg2.connect(
+ host=args.db_host,
+ port=args.db_port,
+ user=args.db_user,
+ dbname=args.db_name,
+ password=args.db_password or None,
+ )
+ try:
+ registry = audit_registry(conn)
+ controls = audit_atomic_controls(conn)
+ finally:
+ conn.close()
+
+ qdrant: Optional[dict] = None
+ if args.check_qdrant:
+ qdrant = audit_qdrant(args.qdrant_host, args.qdrant_port)
+
+ result = {"registry": registry, "atomic_controls": controls, "qdrant": qdrant}
+
+ if args.json:
+ print(json.dumps(result, indent=2, default=str))
+ return 0
+
+ print("=" * 60)
+ print(" Audit — License Classification")
+ print("=" * 60)
+ print()
+ print(f"## regulation_registry ({registry['total']} rows)")
+ print(f" By rule: {registry['by_rule']}")
+ print(f" Missing license_type: {registry['missing_license_type']}")
+ print()
+ print("## atomic_controls")
+ for tbl, info in controls.get("tables", {}).items():
+ if info.get("skipped"):
+ print(f" {tbl}: SKIPPED ({info['reason']})")
+ continue
+ print(f" {tbl}: {info['total']} rows")
+ print(f" by_rule={info['by_rule']}")
+ print(f" missing_license_rule={info['missing_license_rule']}")
+ print()
+ if qdrant:
+ print("## qdrant")
+ for name, info in qdrant.get("collections", {}).items():
+ if "error" in info:
+ print(f" {name}: ERROR {info['error']}")
+ continue
+ print(
+ f" {name:30} sampled={info['sampled']:4} "
+ f"both={info['both_set']:4} "
+ f"neither={info['neither_set']:4} ({info['neither_pct']}%)"
+ )
+ return 0
+
+
+if __name__ == "__main__":
+ raise SystemExit(main())
diff --git a/control-pipeline/scripts/backfill_license_rule.py b/control-pipeline/scripts/backfill_license_rule.py
new file mode 100644
index 0000000..b0d312d
--- /dev/null
+++ b/control-pipeline/scripts/backfill_license_rule.py
@@ -0,0 +1,184 @@
+#!/usr/bin/env python3
+"""Backfill license_rule on canonical_controls by inheriting from parent.
+
+Background
+==========
+
+Audit (audit_license_classification.py) showed that 279,384 of 314,811 rows
+in compliance.canonical_controls have NULL license_rule. Drilling in:
+
+- 261,980 of those (94%) have a parent_control_uuid whose parent already
+ carries a non-NULL license_rule. The pass0b decomposition pipeline did
+ not propagate the rule to its child controls — this is a clear inheritance
+ bug, fixable without any classification decisions.
+- 16,617 have a parent that itself has no license_rule (transitive case).
+ Inheriting iteratively converges to either rule-set or root-orphan.
+- 787 have no parent at all (decomposition roots). These need cluster-based
+ manual classification (see Strategy Notes at the bottom of this file).
+
+This script runs the inheritance fix in three idempotent stages and
+prints per-stage counts before any write happens.
+
+Usage::
+
+ # Always dry-run first:
+ python3 scripts/backfill_license_rule.py --db-host 100.80.114.48 \\
+ --db-password breakpilot123 --dry-run
+
+ # If counts look right:
+ python3 scripts/backfill_license_rule.py --db-host 100.80.114.48 \\
+ --db-password breakpilot123 --apply
+
+The script is safe to rerun — it only touches rows where license_rule
+IS NULL.
+"""
+
+from __future__ import annotations
+
+import argparse
+import sys
+
+
+def parse_args() -> argparse.Namespace:
+ p = argparse.ArgumentParser(description=__doc__)
+ p.add_argument("--db-host", default="100.80.114.48")
+ p.add_argument("--db-port", type=int, default=5432)
+ p.add_argument("--db-user", default="breakpilot")
+ p.add_argument("--db-name", default="breakpilot_db")
+ p.add_argument("--db-password", required=True)
+ g = p.add_mutually_exclusive_group(required=True)
+ g.add_argument("--dry-run", action="store_true")
+ g.add_argument("--apply", action="store_true")
+ p.add_argument("--max-iterations", type=int, default=5,
+ help="Cap on inheritance iterations to avoid loops")
+ return p.parse_args()
+
+
+# Stage 1: direct parent has license_rule — single UPDATE.
+# Stage 2: iterative — parent did not have it, but a grandparent does.
+# We loop until no more rows can be filled or max-iterations.
+# Stage 3: residual rows with no resolvable parent. Report them clustered
+# by category/pattern_id so the user can classify by family.
+
+SQL_REPORT_NULLS = """
+SET search_path TO compliance, public;
+SELECT
+ CASE WHEN cc.parent_control_uuid IS NULL THEN 'no_parent'
+ WHEN p.license_rule IS NULL THEN 'parent_null'
+ ELSE 'parent_set' END AS bucket,
+ COUNT(*) AS n
+FROM canonical_controls cc
+LEFT JOIN canonical_controls p ON cc.parent_control_uuid = p.id
+WHERE cc.license_rule IS NULL
+GROUP BY 1 ORDER BY 2 DESC;
+"""
+
+SQL_INHERIT_FROM_PARENT = """
+SET search_path TO compliance, public;
+UPDATE canonical_controls cc
+SET license_rule = p.license_rule, updated_at = NOW()
+FROM canonical_controls p
+WHERE cc.parent_control_uuid = p.id
+ AND cc.license_rule IS NULL
+ AND p.license_rule IS NOT NULL;
+"""
+
+SQL_REPORT_ORPHAN_CLUSTERS = """
+SET search_path TO compliance, public;
+SELECT
+ COALESCE(category, '(null)') AS category,
+ COALESCE(pattern_id, '(null)') AS pattern_id,
+ COALESCE(generation_strategy, '(null)') AS gen,
+ COUNT(*) AS n
+FROM canonical_controls
+WHERE license_rule IS NULL AND parent_control_uuid IS NULL
+GROUP BY 1, 2, 3 ORDER BY n DESC LIMIT 25;
+"""
+
+
+def print_bucket(rows, label: str) -> None:
+ print(f"\n## {label}")
+ total = 0
+ for bucket, n in rows:
+ print(f" {bucket:12} {n:>8}")
+ total += n
+ print(f" {'TOTAL':12} {total:>8}")
+
+
+def main() -> int:
+ args = parse_args()
+ try:
+ import psycopg2
+ except ImportError:
+ print("error: psycopg2 not installed", file=sys.stderr)
+ return 2
+
+ conn = psycopg2.connect(
+ host=args.db_host, port=args.db_port, user=args.db_user,
+ dbname=args.db_name, password=args.db_password,
+ )
+ conn.autocommit = False
+ cur = conn.cursor()
+
+ print("=" * 60)
+ print(" Backfill — license_rule via parent inheritance")
+ print(f" Mode: {'DRY-RUN' if args.dry_run else 'APPLY'}")
+ print("=" * 60)
+
+ # Initial bucket report
+ cur.execute(SQL_REPORT_NULLS)
+ rows = cur.fetchall()
+ print_bucket(rows, "Initial NULL distribution")
+
+ if args.dry_run:
+ # Print what the FIRST inherit pass would resolve (without writing)
+ cur.execute(
+ "SET search_path TO compliance, public; "
+ "SELECT p.license_rule, COUNT(*) "
+ "FROM canonical_controls cc "
+ "JOIN canonical_controls p ON cc.parent_control_uuid = p.id "
+ "WHERE cc.license_rule IS NULL AND p.license_rule IS NOT NULL "
+ "GROUP BY 1 ORDER BY 1;"
+ )
+ print("\n## First inherit-pass would fill:")
+ for rule, n in cur.fetchall():
+ print(f" rule={rule} {n:>8} rows")
+
+ # Show orphan clusters that would remain
+ cur.execute(SQL_REPORT_ORPHAN_CLUSTERS)
+ print("\n## Orphan clusters (no parent + no rule, top 25):")
+ for cat, pid, gen, n in cur.fetchall():
+ print(f" cat={cat[:20]:20} pat={pid[:20]:20} gen={gen[:20]:20} n={n}")
+ print("\nNo writes performed. Use --apply to execute.")
+ conn.rollback()
+ return 0
+
+ # Apply mode — iterative inheritance
+ total_updated = 0
+ for i in range(1, args.max_iterations + 1):
+ cur.execute(SQL_INHERIT_FROM_PARENT)
+ updated = cur.rowcount
+ total_updated += updated
+ print(f"\n iteration {i}: {updated} rows updated")
+ if updated == 0:
+ break
+
+ conn.commit()
+ print(f"\n✓ Total rows backfilled: {total_updated}")
+
+ # Final bucket report
+ cur.execute(SQL_REPORT_NULLS)
+ print_bucket(cur.fetchall(), "Remaining NULL distribution")
+
+ cur.execute(SQL_REPORT_ORPHAN_CLUSTERS)
+ rows = cur.fetchall()
+ if rows:
+ print("\n## Orphan clusters still need classification:")
+ for cat, pid, gen, n in rows:
+ print(f" cat={cat[:20]:20} pat={pid[:20]:20} gen={gen[:20]:20} n={n}")
+
+ return 0
+
+
+if __name__ == "__main__":
+ raise SystemExit(main())
diff --git a/control-pipeline/scripts/backfill_qdrant_license_payload.py b/control-pipeline/scripts/backfill_qdrant_license_payload.py
new file mode 100644
index 0000000..72225a0
--- /dev/null
+++ b/control-pipeline/scripts/backfill_qdrant_license_payload.py
@@ -0,0 +1,203 @@
+#!/usr/bin/env python3
+"""Backfill ``license_rule`` payload field into Qdrant atomic_controls_dedup
+and related compliance collections, sourced from canonical_controls in Postgres.
+
+The audit (audit_license_classification.py) surfaced that Qdrant collections
+holding canonical-control vectors (notably ``atomic_controls_dedup``) carry no
+license_rule payload at all, even though the underlying Postgres table is now
+fully classified. This script joins the two via ``control_uuid`` and patches the
+Qdrant payload in batches.
+
+Usage::
+
+ python3 scripts/backfill_qdrant_license_payload.py \\
+ --pg-host 100.80.114.48 --pg-password breakpilot123 \\
+ --qdrant http://100.80.114.48:6333 \\
+ --collection atomic_controls_dedup \\
+ --dry-run
+
+ # apply
+ python3 scripts/backfill_qdrant_license_payload.py ... --apply
+
+Notes
+-----
+- ``control_uuid`` lives in the payload of atomic_controls_dedup. For other
+ collections that key the canonical control by a different field, override with
+ ``--uuid-field``.
+- Qdrant ``set_payload`` is keyed by point id, not payload field. We resolve
+ UUID → point id by a paginated scroll-and-filter pass, then issue grouped
+ set_payload requests per license_rule (3 batches per collection).
+"""
+
+from __future__ import annotations
+
+import argparse
+import json
+import sys
+import time
+from typing import Iterator
+from urllib import request as urllib_request
+
+
+def parse_args() -> argparse.Namespace:
+ p = argparse.ArgumentParser(description=__doc__)
+ p.add_argument("--pg-host", default="100.80.114.48")
+ p.add_argument("--pg-port", type=int, default=5432)
+ p.add_argument("--pg-user", default="breakpilot")
+ p.add_argument("--pg-name", default="breakpilot_db")
+ p.add_argument("--pg-password", required=True)
+ p.add_argument("--qdrant", default="http://100.80.114.48:6333")
+ p.add_argument("--qdrant-api-key", default="",
+ help="API key for managed Qdrant (Production)")
+ p.add_argument("--collection", default="atomic_controls_dedup")
+ p.add_argument("--uuid-field", default="control_uuid",
+ help="Payload field used for lookup (control_uuid or regulation_id)")
+ p.add_argument("--lookup", choices=["canonical_controls", "regulation_registry"],
+ default="canonical_controls",
+ help="Postgres table to resolve the lookup against")
+ p.add_argument("--batch-size", type=int, default=500)
+ g = p.add_mutually_exclusive_group(required=True)
+ g.add_argument("--dry-run", action="store_true")
+ g.add_argument("--apply", action="store_true")
+ return p.parse_args()
+
+
+def fetch_rule_by_uuid(args) -> dict[str, int]:
+ """Pull lookup-key → license_rule mapping from Postgres.
+
+ Source table is chosen by ``--lookup``:
+ - canonical_controls: id (UUID) → license_rule, for atomic_controls_dedup
+ - regulation_registry: regulation_id → license_rule, for document chunks
+ """
+ import psycopg2
+ conn = psycopg2.connect(
+ host=args.pg_host, port=args.pg_port, user=args.pg_user,
+ dbname=args.pg_name, password=args.pg_password,
+ )
+ cur = conn.cursor()
+ cur.execute("SET search_path TO compliance, public;")
+ if args.lookup == "regulation_registry":
+ cur.execute(
+ "SELECT regulation_id, license_rule FROM regulation_registry "
+ "WHERE license_rule IS NOT NULL"
+ )
+ else:
+ cur.execute(
+ "SELECT id::text, license_rule FROM canonical_controls "
+ "WHERE license_rule IS NOT NULL"
+ )
+ mapping = {row[0]: int(row[1]) for row in cur.fetchall()}
+ conn.close()
+ return mapping
+
+
+def _headers(api_key: str = "") -> dict:
+ h = {"Content-Type": "application/json"}
+ if api_key:
+ h["api-key"] = api_key
+ return h
+
+
+def scroll_collection(qdrant: str, collection: str, uuid_field: str, api_key: str = "") -> Iterator[dict]:
+ """Yield (point_id, uuid_value, has_rule_already) tuples."""
+ next_offset = None
+ while True:
+ body = {"limit": 1000, "with_payload": True, "with_vector": False}
+ if next_offset is not None:
+ body["offset"] = next_offset
+ req = urllib_request.Request(
+ f"{qdrant}/collections/{collection}/points/scroll",
+ data=json.dumps(body).encode(),
+ headers=_headers(api_key),
+ )
+ with urllib_request.urlopen(req, timeout=60) as r:
+ payload = json.loads(r.read())
+ result = payload.get("result", {})
+ for pt in result.get("points", []):
+ pl = pt.get("payload", {}) or {}
+ yield {
+ "id": pt["id"],
+ "uuid": pl.get(uuid_field),
+ "has_rule": "license_rule" in pl,
+ }
+ next_offset = result.get("next_page_offset")
+ if next_offset is None:
+ break
+
+
+def set_payload_batch(qdrant: str, collection: str, point_ids: list, rule: int, api_key: str = "") -> int:
+ """POST set_payload for a batch of point IDs with a single license_rule."""
+ body = {
+ "payload": {"license_rule": rule},
+ "points": point_ids,
+ }
+ req = urllib_request.Request(
+ f"{qdrant}/collections/{collection}/points/payload?wait=true",
+ data=json.dumps(body).encode(),
+ headers=_headers(api_key),
+ method="POST",
+ )
+ with urllib_request.urlopen(req, timeout=120) as r:
+ resp = json.loads(r.read())
+ if resp.get("status") != "ok":
+ raise RuntimeError(f"set_payload failed: {resp}")
+ return len(point_ids)
+
+
+def main() -> int:
+ args = parse_args()
+ print("Loading canonical_controls → license_rule mapping…")
+ rule_by_uuid = fetch_rule_by_uuid(args)
+ print(f" Postgres returned {len(rule_by_uuid)} classified controls")
+
+ print(f"Scrolling Qdrant collection {args.collection!r}…")
+ by_rule: dict[int, list] = {1: [], 2: [], 3: []}
+ points_total = 0
+ points_with_uuid = 0
+ points_already_set = 0
+ points_no_match = 0
+
+ for pt in scroll_collection(args.qdrant, args.collection, args.uuid_field, args.qdrant_api_key):
+ points_total += 1
+ uuid = pt["uuid"]
+ if not uuid:
+ continue
+ points_with_uuid += 1
+ if pt["has_rule"]:
+ points_already_set += 1
+ continue
+ rule = rule_by_uuid.get(uuid)
+ if rule is None:
+ points_no_match += 1
+ continue
+ if rule not in by_rule:
+ continue
+ by_rule[rule].append(pt["id"])
+
+ print(f" total points scanned: {points_total}")
+ print(f" with {args.uuid_field}: {points_with_uuid}")
+ print(f" already had license_rule: {points_already_set}")
+ print(f" uuid not found in Postgres: {points_no_match}")
+ print(f" to set per rule: rule1={len(by_rule[1])} rule2={len(by_rule[2])} rule3={len(by_rule[3])}")
+
+ if args.dry_run:
+ print("\nDRY-RUN: no writes performed. Use --apply to execute.")
+ return 0
+
+ total_written = 0
+ for rule, ids in by_rule.items():
+ if not ids:
+ continue
+ print(f"\nWriting license_rule={rule} to {len(ids)} points (batch {args.batch_size})…")
+ for i in range(0, len(ids), args.batch_size):
+ chunk = ids[i:i + args.batch_size]
+ n = set_payload_batch(args.qdrant, args.collection, chunk, rule, args.qdrant_api_key)
+ total_written += n
+ print(f" batch {i // args.batch_size + 1}: {n} points (cumulative {total_written})")
+ time.sleep(0.05)
+ print(f"\nWrote license_rule on {total_written} Qdrant points in {args.collection}")
+ return 0
+
+
+if __name__ == "__main__":
+ raise SystemExit(main())
diff --git a/marketing-website/app/impressum/page.tsx b/marketing-website/app/impressum/page.tsx
index bd3e542..a8ad6a9 100644
--- a/marketing-website/app/impressum/page.tsx
+++ b/marketing-website/app/impressum/page.tsx
@@ -34,6 +34,27 @@ export default function ImpressumPage() {
Unsere E-Mail-Adresse finden Sie oben im Impressum.
+
+
+
Quellen und Lizenzen der Compliance-Inhalte
+
+ Die BreakPilot Compliance-Plattform stuetzt sich auf rund 315.000 klassifizierte
+ Controls aus oeffentlichen Quellen: EU-Recht (EUR-Lex), deutsches und oesterreichisches
+ Bundesrecht, US Federal Code (OSHA, NIST), Behoerden-Leitfaeden (ENISA, EDPB, BAuA),
+ freie Sicherheits-Frameworks unter CC-BY-SA (OWASP-Familie, OECD AI Principles) und
+ eigene Texte. Jeder Control traegt eine deterministische Lizenzregel (R1 woertlich, R2
+ mit Attribution, R3 nur Identifier-Verweis), die das Render-Verhalten in Berichten,
+ PDF-Exports und Frontend steuert. Die vollstaendige Quellenliste mit Aufschluesselung
+ pro Lizenzklasse ist im SDK unter /sdk/licenses
+ eingesehen. Pflicht-Attributionen fuer R2-Quellen erscheinen automatisch im
+ Quellen-Footer jedes generierten Berichts.
+
+
+ Hinweis: Dieser Pauschalvermerk ersetzt nicht die werknahe Attribution. Jede
+ Berichts- oder Frontend-Ausgabe nennt die konkret verwendeten Quellen direkt am
+ Werk (Auto-Footer in PDFs, Inline-Citation im Frontend).
+
+
diff --git a/marketing-website/app/staerken/page.tsx b/marketing-website/app/staerken/page.tsx
new file mode 100644
index 0000000..e6a5e28
--- /dev/null
+++ b/marketing-website/app/staerken/page.tsx
@@ -0,0 +1,177 @@
+import Navbar from '@/components/layout/Navbar'
+import Footer from '@/components/layout/Footer'
+import ChatFAB from '@/components/layout/ChatFAB'
+
+// Stärken / USP-Seite — sieben Verkaufsargumente aus der IACE-Strategie
+// (Memory: project_marketing_website_3014_themes.md). Aufgebaut als
+// Long-Form-Page mit Anker-Sprungmarken — eine Nummerierte Differenzierung
+// pro Sektion, damit Sales-Calls über tiefe Links arbeiten können.
+
+const usps = [
+ {
+ id: 'engine',
+ no: '1',
+ title: 'Engine, nicht Checkliste',
+ sub: 'Wir leiten Gefährdungen ab. Wettbewerb fragt aus einer Liste.',
+ body:
+ 'Marktstandard (DesignSafe, Pilz, Sick) ist Excel-aufgewertete Checkliste: der Engineer wählt aus einer Hazard-Bibliothek aus. ' +
+ 'BreakPilot betreibt eine deterministische Pattern-Engine mit über 1.200 Hazard-Patterns. Aus der Maschinenbeschreibung leitet sie ' +
+ 'die Gefährdungen ab — keine Auswahllisten, keine vergessenen Punkte.',
+ proof: 'Audit-Suite cmd/iace-audit erkennt eigene Lücken (Methode A–E)',
+ },
+ {
+ id: 'multi-markt',
+ no: '2',
+ title: 'Eine Risikobeurteilung — alle Märkte',
+ sub: 'CE + OSHA + ANSI + GB + JIS aus einem Datenmodell.',
+ body:
+ 'Die gleiche Pattern-Engine generiert pro Maschinenbeschreibung mehrere Compliance-Anhänge. Hersteller wählt seine Zielmärkte. ' +
+ 'EU-Recht zitieren wir wörtlich (Rule 1). OWASP unter CC-BY-SA mit Pflicht-Attribution (Rule 2). DIN/EN nur per Identifier (Rule 3). ' +
+ 'Norm-Cross-Reference-Bibliothek mappt ISO 12100 ↔ DIN EN ISO 12100 ↔ ANSI B11.0 ↔ GB/T 15706 ↔ JIS B 9700.',
+ proof: '252 Regulationen klassifiziert · 314.811 Controls audited',
+ },
+ {
+ id: 'folgegefahren',
+ no: '3',
+ title: 'Vom Bediener bis zum Endkunden',
+ sub: 'Folgegefahren-Modell mit Sekundärschadens-Kette.',
+ body:
+ 'Klassische Risikobeurteilung schaut nur den Bediener an. Wir modellieren die Schadenskette weiter: Glasbruch in der Abfüllanlage ' +
+ 'verletzt nicht nur den Bediener, sondern erreicht über Restsplitter den Endkunden. BreakPilot verbindet CE-Sicherheit mit ' +
+ 'Produkthaftung nach ProdHaftG, Lebensmittelrecht nach VO 178/2002 und ISO 31000 Unternehmensrisiko in einem Datenmodell.',
+ proof: 'SecondaryHarm-Modell live für consumer_safety, product_liability, food_safety, environmental, reputation, financial',
+ },
+ {
+ id: 'public-domain',
+ no: '4',
+ title: 'Public Domain als Rechtsanker',
+ sub: 'Werte aus OSHA, NIST, EUR-Lex, BAuA — auditfähig zitiert.',
+ body:
+ 'Mindestabstände der Maschinensicherheit kommen bei uns aus OSHA 29 CFR 1910 Subpart O — US Federal Public Domain, lizenzrechtlich ' +
+ 'unbedenklich. Engineering-Rundung auf safe-side mm-Raster wird transparent dokumentiert. EU-Normen erscheinen nur als Identifier-Verweis ' +
+ 'mit einer menschlich kuratierten "Strenger/Gleich/Weicher"-Annotation — kein Copyright-Risiko.',
+ proof: 'OSHA Table O-10 + §1910.217 PSDI-Formel verbatim · DIN nur Identifier · 6 DGUV-Publikationen referenziert',
+ },
+ {
+ id: 'audit-suite',
+ no: '5',
+ title: 'Audit findet Lücken, die der Fachmann übersieht',
+ sub: 'Fünf deterministische Audits ohne Ground Truth.',
+ body:
+ 'Unsere Engine kennt ihre eigenen Lücken. Methode A bis E (Reachability, Consistency, Vocabulary, Echo, Hierarchy) finden Gaps ' +
+ 'ohne Fachmann-Vergleich. Bei einem Test fanden wir 100 strukturell unerreichbare Patterns und 46 unvollständige Component-Tags — ' +
+ 'Probleme, die ein menschlicher Auditor in einem Einzelfall nie gesehen hätte.',
+ proof: 'cmd/iace-audit · 1.213 Patterns transparent · 99,94% Recall verifiziert',
+ },
+ {
+ id: 'made-in-germany',
+ no: '6',
+ title: 'Made in Germany meets US Federal Public Domain',
+ sub: 'Deutscher Maschinenbau, der gleichzeitig US-Compliance liefert.',
+ body:
+ 'Deutscher Exportweltmeister-Maschinenbau braucht UL/NRTL-Zulassung für die USA. Die gleichen Daten, die wir für CE generieren, ' +
+ 'liefern dem US-Auditor 80 % der Vorarbeit. Risikobeurteilung in einer Sprache, Compliance in zwei Märkten — ohne Mehraufwand für den Hersteller.',
+ proof: 'OSHA-Anker im RAG · NRTL-fähige Compliance-Spur · DesignSafe-Marktstandard wird hier erweitert, nicht imitiert',
+ },
+ {
+ id: 'tooling',
+ no: '7',
+ title: 'LLM-Gap-Review als Co-Pilot, nicht als Roboter-Anwalt',
+ sub: 'Pattern-Engine als Audit-Spur, LLM als Lücken-Suchhund.',
+ body:
+ 'Die deterministische Engine bleibt die auditfähige Quelle der Wahrheit. Ein nachgelagerter LLM-Gap-Review (Qwen / Claude) prüft, ' +
+ 'was die Engine übersehen hat — mit klarer Quellen-Provenance (R3 LLM-Review) und Adopt/Reject-UX. Halluzinationen können nicht in ' +
+ 'die finale Risikobeurteilung schlüpfen.',
+ proof: 'POST /projects/:id/llm-gap-review · Konfidenz-Stufen · Fallback auf statische Checkliste',
+ },
+] as const
+
+const competitors = [
+ { feature: 'Pattern-Engine statt Checkliste', bp: '✓', ds: '—', pilz: '—', sick: '—', sphera: '—' },
+ { feature: 'Multi-Markt CE / US / CN / JP', bp: '✓', ds: 'nur US', pilz: 'nur EU', sick: 'nur EU', sphera: 'enterprise' },
+ { feature: 'Folgegefahren-Modell', bp: '✓', ds: '—', pilz: '—', sick: '—', sphera: 'Process' },
+ { feature: 'Audit-Suite (Engine-Lücken-Erkennung)', bp: '✓', ds: '—', pilz: '—', sick: '—', sphera: '—' },
+ { feature: 'OSHA-Anker (Public Domain Werte)', bp: '✓', ds: '✓', pilz: '—', sick: '—', sphera: '—' },
+ { feature: 'LLM-Gap-Review (Co-Pilot)', bp: '✓', ds: '—', pilz: '—', sick: '—', sphera: '—' },
+]
+
+export default function StaerkenPage() {
+ return (
+ <>
+
+
+
+
+ Was uns differenziert
+
+ Sieben konkrete Punkte, die BreakPilot von DesignSafe, Pilz, Sick, TÜV-Tools und Sphera trennen.
+ Jede Differenzierung ist im Produkt umgesetzt — kein Marketing-Versprechen.
+
+
+
+
+ {usps.map((u) => (
+ -
+
+ #{u.no}
+
{u.title}
+
+ {u.sub}
+ {u.body}
+
+ Belegt durch: {u.proof}
+
+
+ ))}
+
+
+
+ Direktvergleich
+
+ Stand 2026. Marktangaben basieren auf öffentlicher Produktinformation der genannten Anbieter.
+
+
+
+
+
+ | Feature |
+ BreakPilot |
+ DesignSafe |
+ Pilz PASS |
+ Sick SD |
+ Sphera |
+
+
+
+ {competitors.map((c) => (
+
+ | {c.feature} |
+ {c.bp} |
+ {c.ds} |
+ {c.pilz} |
+ {c.sick} |
+ {c.sphera} |
+
+ ))}
+
+
+
+
+
+
+ Quellen & Lizenz-Architektur
+
+ Die Plattform stützt sich auf öffentliche Quellen: EU-Recht (EUR-Lex), Bundesrecht (BetrSichV, ArbSchG),
+ US Federal Code (OSHA, NIST), Behörden-Leitfäden (ENISA, EDPB, BAuA), freie Sicherheits-Frameworks unter
+ CC-BY-SA (OWASP). Jeder Inhalt trägt eine deterministische Lizenzregel R1/R2/R3 und löst die
+ entsprechende Attribution im Ausgabe-PDF und im Frontend automatisch aus. Vollständige Quellenliste
+ im SDK unter /sdk/licenses.
+
+
+
+
+
+
+ >
+ )
+}
diff --git a/marketing-website/lib/sections.ts b/marketing-website/lib/sections.ts
index 6eb9c1c..3df47b7 100644
--- a/marketing-website/lib/sections.ts
+++ b/marketing-website/lib/sections.ts
@@ -1,6 +1,7 @@
// Navbar links — route-based navigation
export const navLinks = [
{ href: '/plattform', labelDe: 'Plattform', labelEn: 'Platform' },
+ { href: '/staerken', labelDe: 'Stärken', labelEn: 'Differentiators' },
{ href: '/ce-prozess', labelDe: 'CE-Prozess', labelEn: 'CE Process' },
{ href: '/product-compliance', labelDe: 'Product Compliance', labelEn: 'Product Compliance' },
{ href: '/architektur', labelDe: 'Architektur', labelEn: 'Architecture' },