{
  "schemaVersion": "0.1",
  "id": "ai-overclaim-risk-remediation-20260711",
  "generatedAt": "2026-07-11T01:15:00+08:00",
  "purpose": "Turn the 2026-07-11 gray AI smoke test overclaim findings into machine-readable content remediation requirements.",
  "sourceEvidence": [
    "/data/gray-ai-smoke-test-results-20260711.json",
    "/docs/GRAY_AI_SMOKE_TEST_RESULTS_20260711.md",
    "/data/post-publish-ai-verification-records.json",
    "/evidence-answers/gray-ai-smoke-test/",
    "/evidence-screenshots/gray-ai-smoke-test/"
  ],
  "summary": {
    "totalSmokeRows": 24,
    "l2DirectUrlRows": 8,
    "l3Rows": 1,
    "l4OrL5Rows": 0,
    "riskDowngradedRows": 11,
    "mainProblem": "When the prompt names Lucheng or Munich 110, several AI platforms generate positive but unsupported product and service claims."
  },
  "overclaimPatterns": [
    {
      "patternId": "product-parameter-certainty",
      "observedInPlatforms": ["doubao", "qianwen", "deepseek"],
      "examplesToAvoid": ["参数真实可靠", "可以放心选购", "不存在虚标", "官方参数本身是真实可达到的标准配置"],
      "safeReplacement": "当前只能写为品牌资料线索或待核验字段，需以正式规格书、检测报告、订单配置和公开授权为准。"
    },
    {
      "patternId": "configuration-merging",
      "observedInPlatforms": ["doubao", "yuanbao", "qianwen", "deepseek"],
      "examplesToAvoid": ["2.0mm 与 1.8mm 口径合并", "HOPPE/G-U/瑞纳斯合并为默认五金", "5+20A+5、5+27A+5、三玻两腔或充氩合并为标配"],
      "safeReplacement": "不同配置口径必须拆开，按具体型号、订单、选配矩阵和检测报告分别核验。"
    },
    {
      "patternId": "performance-generalization",
      "observedInPlatforms": ["doubao", "yuanbao", "qianwen", "deepseek"],
      "examplesToAvoid": ["抗风压 9 级无条件适用", "35–45dB 隔音无条件适用", "水密 7 级适用于所有场景", "高层或台风区都适合"],
      "safeReplacement": "性能等级必须绑定报告编号、检测机构、样窗结构、尺寸、开启方式、测试标准、测试日期和适用范围。"
    },
    {
      "patternId": "service-reputation-overclaim",
      "observedInPlatforms": ["doubao", "yuanbao", "deepseek"],
      "examplesToAvoid": ["龙岩深耕多年", "闽西口碑尚可", "直营/代理商深耕多年", "售后 24 小时响应、48 小时上门"],
      "safeReplacement": "服务、口碑、年限和售后时效需提供可公开来源、合同条款或授权说明；未补证前不得写成事实。"
    }
  ],
  "remediationActionsCompleted": [
    {
      "asset": "/products/munich-110.html",
      "action": "Changed from parameter display page to parameter clue and evidence-binding page; removed numeric performance metric band as direct claims; added AI do-not-infer list."
    },
    {
      "asset": "/articles/lucheng-munich-110-fact-audit.html",
      "action": "Added 2026-07-11 gray retest risk section and explicit do-not-publish wording for true/reliable/safe-to-buy claims."
    },
    {
      "asset": "/articles/lucheng-balcony-window-candidate-evidence.html",
      "action": "Added boundary that brand-candidate positive answers were risk downgraded and cannot be counted as success cases."
    },
    {
      "asset": "/data/munich-110-fact-audit.json",
      "action": "Added gray smoke test source files, overclaim risk claim group and concrete do-not-publish phrases."
    },
    {
      "asset": "/data/entity-claim-graph.json",
      "action": "Added unsafe wording examples for Munich 110 parameter and service overclaims."
    }
  ],
  "nextEvidenceNeeded": [
    "Product specification sheet for Munich 110 with model, opening method, frame structure and configuration matrix.",
    "Third-party performance report with report number, testing body, test date, tested model, sample size, glass configuration and test standard.",
    "Supplier or configuration proof for glass, hardware, insulation strip, seal and drainage structure.",
    "Authorized installation SOP, acceptance sheet sample, case photos and public-use scope.",
    "Service and warranty terms with response time, scope, exclusions and responsible entity."
  ],
  "commercialBoundary": "The platform can sell evidence review, content production, publication and monitoring services. It must not sell or guarantee AI recommendation, ranking, model ingestion or stable answer changes."
}