diff --git a/app/platform/site_import/generator.py b/app/platform/site_import/generator.py
index 6eca5e2..769f394 100644
--- a/app/platform/site_import/generator.py
+++ b/app/platform/site_import/generator.py
@@ -417,7 +417,9 @@ def build(gen: dict, analysis: dict, crawl: dict, source_text: str) -> dict:
             values[name] = v
 
     # 2) 行业分支判定（判定依据入 warnings 供审核参考）
-    specs = bool(analysis.get("specs_published"))
+    # 严格 is True 判定（评审 #1）：LLM 可能回 "false"/"no" 字符串——bool("false") 为
+    # True 会静默走错行业分支；仅真布尔 True 算规格公开，其余一律不公开（fail-safe）
+    specs = analysis.get("specs_published") is True
     evidence = _clean_str(analysis.get("specs_evidence")) or "产品页参数表判定"
     warnings.append(f"规格判定：{'公开' if specs else '不公开'}（依据：{evidence}）")
 
diff --git a/tests/test_site_import_generator.py b/tests/test_site_import_generator.py
index 96b0a60..13752fe 100644
--- a/tests/test_site_import_generator.py
+++ b/tests/test_site_import_generator.py
@@ -401,3 +401,21 @@ class TestTimeout:
 
         with pytest.raises(generator.GenerateError):
             await generator.analyze(Slow(), "页面文本")
+
+
+class TestSpecsStrictBool:
+    async def test_字符串false走不公开分支(self):
+        """评审 #1：LLM 回字符串 "false" 时 bool() 强转为 True 会静默走规格公开分支——
+        is True 严格判定后字符串形态一律 fail-safe 到不公开。"""
+        import json as _json
+        analysis = _json.loads(_json.dumps({
+            "company_name": "X", "product_lines": [{"name": "p", "points": []}],
+            "specs_published": "false"}))
+        gen = dict(_MIN_GEN) if "_MIN_GEN" in globals() else {
+            "身份描述": "你是销售", "产品统称": "产品", "产品统称EN": "products",
+            "产品类别清单": "产品", "规格追问三要素": "场景", "好差示例组": "示例",
+            "关注信息": "信息", "固定追问句": "问句", "推荐建议": "建议"}
+        draft = generator.build(gen, analysis, CRAWL, SOURCE_TEXT)
+        facts = draft["prompts"]["company_facts"]
+        assert ("参数未公布" in facts) or ("兜底" in facts)
+        assert any(w.startswith("规格判定：不公开") for w in draft["warnings"])