diff --git a/backend-compliance/compliance/services/mail_render_v2/_cookie_inventory.py b/backend-compliance/compliance/services/mail_render_v2/_cookie_inventory.py
index ceca7eee..4e232057 100644
--- a/backend-compliance/compliance/services/mail_render_v2/_cookie_inventory.py
+++ b/backend-compliance/compliance/services/mail_render_v2/_cookie_inventory.py
@@ -40,6 +40,54 @@ def _norm(s: str | None) -> str:
     return (s or "").strip().lower()
 
 
+def _norm_for_match(s: str) -> str:
+    """Normalised name for fuzzy matching.
+
+    Common patterns in DSE-tables: wildcards (`_ga*`, `_ga.*`, `_pk_id.*`,
+    `<random>`), trailing dots, brackets. Browser cookies often have
+    a runtime suffix (`_ga_K8YL3M9T`, `__cf_bm_session_hash`). We strip
+    trailing wildcards / suffix-noise so the prefix-match below works.
+
+    IMPORTANT: leading `_`/`__` are MEANINGFUL (`__cf_bm`, `_ga`) and
+    must NOT be stripped.
+    """
+    out = _norm(s)
+    out = out.replace("*", "").replace("…", "")
+    out = re.sub(r"\.\*$", "", out)
+    out = re.sub(r"\.\$?$", "", out)
+    out = re.sub(r"<[^>]+>", "", out)
+    out = re.sub(r"\{[^}]+\}", "", out)
+    return out.strip()
+
+
+def _matches(decl_key: str, browser_key: str) -> bool:
+    """Fuzzy match between a declared cookie name and a browser cookie.
+
+    Rules (in priority order):
+      1. exact match after normalisation
+      2. declared is a PREFIX of browser (declared "_ga" matches
+         browser "_ga_k8yl3m9t")
+      3. browser is a PREFIX of declared (rare: declared has a
+         specific variant, browser only generic — e.g. declared
+         "__cf_bm_session" with browser "__cf_bm")
+    """
+    if not decl_key or not browser_key:
+        return False
+    if decl_key == browser_key:
+        return True
+    # Only allow prefix-match for prefixes ≥ 3 chars to avoid garbage
+    # (e.g. declared "_" matching everything).
+    if len(decl_key) >= 3 and browser_key.startswith(decl_key):
+        return True
+    if len(browser_key) >= 3 and decl_key.startswith(browser_key):
+        return True
+    return False
+
+
+# Need re-import for the regex use above
+import re  # noqa: E402
+
+
 def _missing(value: str | None) -> bool:
     if value is None:
         return True
@@ -190,7 +238,30 @@ def build_cookie_inventory(state: dict) -> tuple[list[dict], dict]:
         for c in (cookie_audit.get("compliant") or [])
     }
 
-    all_keys = set(declared.keys()) | set(browser.keys())
+    # Build fuzzy-match-Index: declared-key (normalised) → list of
+    # browser-keys that match. Browser-key only matches ONE declared
+    # entry (the longest prefix match wins) so we don't double-count.
+    decl_match_index: dict[str, list[str]] = {k: [] for k in declared}
+    browser_to_decl: dict[str, str] = {}
+    for bkey in browser:
+        bnorm = _norm_for_match(bkey)
+        best = ""
+        best_len = -1
+        for dkey in declared:
+            dnorm = _norm_for_match(dkey)
+            if _matches(dnorm, bnorm) and len(dnorm) > best_len:
+                best = dkey
+                best_len = len(dnorm)
+        if best:
+            decl_match_index[best].append(bkey)
+            browser_to_decl[bkey] = best
+
+    # all_keys = declared + browser, but browser-keys that fuzzy-match
+    # an existing declared entry are FOLDED into the declared row
+    # (avoid double-counting them as both ORPH and UNDOC).
+    matched_browser_keys = set(browser_to_decl.keys())
+    all_keys = (set(declared.keys())
+                | (set(browser.keys()) - matched_browser_keys))
     rows: list[dict] = []
     for key in sorted(all_keys):
         d = declared.get(key) or {}
@@ -200,7 +271,7 @@ def build_cookie_inventory(state: dict) -> tuple[list[dict], dict]:
                   or b.get("domain") or "").strip() or ""
         country = d.get("country", "")
         country_display, is_third, adq = _country_third(country)
-        in_browser = key in browser
+        in_browser = (key in browser) or bool(decl_match_index.get(key))
         is_declared = key in declared
         status, sev = _build_status(
             is_declared, in_browser, undeclared_set, compliant_set, key,
diff --git a/backend-compliance/tests/test_cookie_inventory_fuzzy.py b/backend-compliance/tests/test_cookie_inventory_fuzzy.py
new file mode 100644
index 00000000..da9b3c8a
--- /dev/null
+++ b/backend-compliance/tests/test_cookie_inventory_fuzzy.py
@@ -0,0 +1,109 @@
+"""Tests for the Cookie-Inventory fuzzy-matcher.
+
+Regression: BMW-Mail zeigte 0 OK obwohl 31 Browser-Cookies + 738
+deklarierte vorhanden waren. Ursache: exact-string-match scheitert
+bei `_ga` (declared) vs `_ga_K8YL3M9T` (browser).
+"""
+
+from compliance.services.mail_render_v2._cookie_inventory import (
+    _matches,
+    _norm_for_match,
+    build_cookie_inventory,
+)
+
+
+class TestNormForMatch:
+    def test_strip_wildcard(self):
+        assert _norm_for_match("_ga*") == "_ga"
+
+    def test_strip_regex_wildcard(self):
+        assert _norm_for_match("_pk_id.*") == "_pk_id"
+
+    def test_strip_placeholder(self):
+        assert _norm_for_match("session_<id>") == "session_"
+
+    def test_lowercase(self):
+        assert _norm_for_match("__CF_BM") == "__cf_bm"
+
+
+class TestMatches:
+    def test_exact(self):
+        assert _matches("_ga", "_ga")
+
+    def test_declared_prefix_of_browser(self):
+        # declared "_ga" matches browser "_ga_k8yl3m9t"
+        assert _matches("_ga", "_ga_k8yl3m9t")
+
+    def test_browser_prefix_of_declared(self):
+        # browser "__cf_bm" matches declared "__cf_bm_session"
+        assert _matches("__cf_bm_session", "__cf_bm")
+
+    def test_short_prefix_rejected(self):
+        # 2-char prefix would match too much
+        assert not _matches("_g", "_ga_k8yl3m9t")
+
+    def test_unrelated(self):
+        assert not _matches("_ga", "intercom-session")
+
+
+class TestBuildInventory:
+    def _make_state(self, declared_cookies, browser_cookies):
+        return {
+            "cmp_vendors": [{
+                "name": "Test", "country": "DE", "source": "dse",
+                "cookies": [{"name": n} for n in declared_cookies],
+            }],
+            "banner_result": {
+                "cookies_detailed": [{"name": n} for n in browser_cookies],
+            },
+            "cookie_audit": {},
+        }
+
+    def test_no_match_no_ok(self):
+        rows, summary = build_cookie_inventory(
+            self._make_state(["foo"], ["bar"]),
+        )
+        assert summary["ok"] == 0
+        assert summary["orph"] == 1
+        assert summary["undoc"] == 1
+
+    def test_exact_match_yields_ok(self):
+        rows, summary = build_cookie_inventory(
+            self._make_state(["_ga"], ["_ga"]),
+        )
+        assert summary["ok"] == 1
+        assert summary["orph"] == 0
+        assert summary["undoc"] == 0
+
+    def test_prefix_match_yields_ok_no_double_count(self):
+        # Realistic BMW case: declared "_ga", browser "_ga_K8YL3M9T"
+        rows, summary = build_cookie_inventory(
+            self._make_state(["_ga"], ["_ga_K8YL3M9T"]),
+        )
+        assert summary["ok"] == 1, "fuzzy prefix-match should land in OK"
+        assert summary["orph"] == 0, "declared must not double-count as ORPH"
+        assert summary["undoc"] == 0, (
+            "browser cookie must fold into declared row, not appear separately"
+        )
+
+    def test_wildcard_match(self):
+        rows, summary = build_cookie_inventory(
+            self._make_state(["_pk_id.*"], ["_pk_id.5"]),
+        )
+        assert summary["ok"] == 1
+
+    def test_realistic_bmw_pattern(self):
+        # Declared: long list with common cookies
+        decl = ["_ga", "_gid", "__cf_bm", "AMP_TOKEN", "_fbp",
+                "intercom-session", "_pk_id.*", "OptanonConsent"]
+        # Browser: actual cookies with runtime suffixes
+        bro = ["_ga_K8YL3M9T", "_gid_xyz", "__cf_bm_actual_hash",
+                "AMP_TOKEN_runtime", "_fbp_123",
+                "intercom-session-2026", "_pk_id.5.7d8", "OptanonConsent"]
+        rows, summary = build_cookie_inventory(
+            self._make_state(decl, bro),
+        )
+        # All 8 browser cookies should fold into the 8 declared rows.
+        assert summary["ok"] == 8, f"expected 8 OK, got {summary}"
+        assert summary["orph"] == 0
+        assert summary["undoc"] == 0
diff --git a/zeroclaw/docs/ground-truth/bmw_de_2026-06-07.json b/zeroclaw/docs/ground-truth/bmw_de_2026-06-07.json
new file mode 100644
index 00000000..00cbf6c9
--- /dev/null
+++ b/zeroclaw/docs/ground-truth/bmw_de_2026-06-07.json
@@ -0,0 +1,107 @@
+{
+  "site": "bmw.de",
+  "crawled_at": "2026-06-07",
+  "crawler": "BreakPilot-Compliance Audit-Run + Web-Recherche",
+  "notes": [
+    "BMW Group DE-Site — Konzern-Stack: BMW, MINI, BMW M, BMW i, Connected Drive, Financial Services, Performance.",
+    "Verantwortlicher: Bayerische Motoren Werke Aktiengesellschaft (München).",
+    "CMP: OneTrust (häufigster Stack im Konzern-Auto-Segment).",
+    "DSE listet typischerweise mehrere hundert Cookies (alle Marken/Regionen aggregiert).",
+    "Connected-Drive-AI-Assistant — schauen ob AI-Act Art. 50 Hinweis im Chat-UI."
+  ],
+  "expected_url_layout": {
+    "impressum": "/de/footer/footer-section/imprint.html",
+    "dse": "/de/footer/datenschutz-cookies/datenschutz-bmw-website.html",
+    "cookie": "/de/footer/datenschutz-cookies/cookie-richtlinie-de.html",
+    "agb_or_nutzungsbedingungen": "/de/footer/footer-section/terms-of-use.html",
+    "widerrufsbelehrung": "unbekannt — bei Online-Shop-Komponenten (M Performance Parts Onlineshop) erforderlich"
+  },
+  "expected_vendors_in_dse": [
+    {"name": "OneTrust", "country": "US", "category": "CMP"},
+    {"name": "Google Analytics", "country": "US", "category": "Analytics"},
+    {"name": "Google Tag Manager", "country": "US", "category": "Tag-Mgmt"},
+    {"name": "Google Ads / DoubleClick", "country": "US", "category": "Marketing"},
+    {"name": "Meta Pixel", "country": "US", "category": "Marketing"},
+    {"name": "Adobe Analytics", "country": "US", "category": "Analytics"},
+    {"name": "Adobe Target", "country": "US", "category": "Personalisierung"},
+    {"name": "Salesforce Marketing Cloud", "country": "US", "category": "CRM/Marketing"},
+    {"name": "Sitecore", "country": "US", "category": "CMS"},
+    {"name": "Cloudflare", "country": "US", "category": "CDN/Bot"},
+    {"name": "Microsoft Clarity", "country": "US", "category": "Session-Replay"},
+    {"name": "LinkedIn Insight Tag", "country": "US/IE", "category": "Marketing"},
+    {"name": "YouTube", "country": "US", "category": "Embed/Marketing"},
+    {"name": "BMW Connected Drive AI", "country": "DE", "category": "AI-Assistant (vermutet)"}
+  ],
+  "expected_cookie_count_ranges": {
+    "im_browser_nach_accept": "80–250 (BMW.de allein, ohne Sub-Domains)",
+    "deklariert_in_dse": "300–800 (Konzern-DSE deckt mehrere Marken)",
+    "match_quote_OK_in_browser": ">85% — Standard-Cookies (_ga, __cf_bm, OptanonConsent) müssen matchen",
+    "third_country_cookies": "60–90% (US-Vendoren dominieren)"
+  },
+  "expected_findings": [
+    {
+      "id": "AI-ACT-TRANSPARENCY-001",
+      "severity": "HIGH",
+      "title": "AI-Act Art. 50 Pre-Interaction-Disclosure für Connected-Drive-AI nicht prüfbar ohne Live-Test",
+      "evidence": "BMW Connected Drive nutzt AI-Assistenten. DSE nennt KI-Einsatz, aber Pre-Chat-Disclosure am Widget muss live verifiziert werden.",
+      "expected_pass": "UNKNOWN-LIKELY-PARTIAL"
+    },
+    {
+      "id": "TH-RETENTION-001",
+      "severity": "MEDIUM",
+      "title": "Aufbewahrungsdauer pro Cookie unvollständig — Konzern-DSE listet viele ohne Speicherdauer",
+      "evidence": "Bei einer Cookie-Liste von 300+ Cookies fehlt erfahrungsgemäß bei 40-60% die explizite Speicherdauer (Art. 13 Abs. 2 lit. a DSGVO).",
+      "expected_pass": "PARTIAL"
+    },
+    {
+      "id": "TRANSFER-001",
+      "severity": "MEDIUM",
+      "title": "US-Transfer-Mechanismus pro Vendor inkonsistent benannt",
+      "evidence": "Google/Meta meist auf DPF, Salesforce auf SCCs, Cloudflare implizit. Detailgrad pro Vendor uneinheitlich (typisches Großkonzern-Pattern).",
+      "expected_pass": "PARTIAL"
+    },
+    {
+      "id": "IMPRESSUM-001",
+      "severity": "LOW",
+      "title": "Konzern-Impressum vermutlich vollständig — single legal entity (BMW AG)",
+      "evidence": "BMW AG ist Hauptverantwortlicher. Konzern-Konstellation: HRB München, USt-IdNr, Vorstand (mehrere Personen) — Multi-Entity-Bug-Trigger nicht erwartet.",
+      "expected_pass": "PASS"
+    },
+    {
+      "id": "URL-STRUCTURE-001",
+      "severity": "LOW",
+      "title": "Vermutlich Standard-Slug-Drift (Standard-Slugs wie /impressum 404)",
+      "evidence": "BMW nutzt Subpaths unter /footer/. /impressum direkt → wahrscheinlich 404 oder Redirect.",
+      "expected_pass": false
+    },
+    {
+      "id": "COOKIE-INVENTORY-MATCH-001",
+      "severity": "HIGH",
+      "title": "Match-Quote zwischen DSE-Cookies und Browser-Cookies muss >85% sein",
+      "evidence": "Engine muss Standard-Cookies wie _ga (declared) ↔ _ga_K8YL3M9T (browser), __cf_bm ↔ __cf_bm_<hash> per Prefix-Match folden. <85% = Fuzzy-Match-Bug.",
+      "expected_pass": "BENCHMARK"
+    },
+    {
+      "id": "COOKIE-CONSENT-UX-001",
+      "severity": "MEDIUM",
+      "title": "Mobile-Reachability für Consent-Reopen via OneTrust",
+      "evidence": "OneTrust-Footer-Link 'Cookie-Einstellungen' muss Tap-Target ≥ 44×44 px haben (Apple HIG / WCAG 2.5.5).",
+      "expected_pass": "UNKNOWN"
+    }
+  ],
+  "expected_b17_walk_behaviour": {
+    "footer_links_min": 6,
+    "accordion_expansion_on_dse": "wahrscheinlich >5 (BMW DSE hat Akkordeons für Cookie-Tabellen)",
+    "banner_tour_clicks": "10-30 (OneTrust hat viele Tab/Category-Toggles)"
+  },
+  "summary_for_breakpilot_audit_comparison": {
+    "high_severity_findings_count": 2,
+    "medium_severity_findings_count": 3,
+    "low_severity_findings_count": 2,
+    "must_detect_to_pass_benchmark": [
+      "AI-ACT-TRANSPARENCY-001",
+      "URL-STRUCTURE-001",
+      "COOKIE-INVENTORY-MATCH-001"
+    ]
+  }
+}