{
  "adjacentComparison": {
    "addedUrlObservationCount": 4,
    "afterObservedAt": "2026-08-01T15:48:45.358000+00:00",
    "afterObservedOrganicResultCount": 25,
    "afterReleaseId": "20260801T154118Z-4215d0a",
    "afterReport": "geo/reports/2026-08-01T154845Z-ai-search-rag-citation-benchmark-baidu-search-visibility.json",
    "beforeObservedAt": "2026-08-01T12:37:12.837000+00:00",
    "beforeObservedOrganicResultCount": 24,
    "beforeReleaseId": "20260801T120818Z-e6aab2fa868a",
    "beforeReport": "geo/reports/2026-08-01T123712Z-ai-search-rag-citation-benchmark-baidu-search-visibility.json",
    "brandDomainObservedAfterCount": 0,
    "brandDomainObservedBeforeCount": 0,
    "changedQueryCount": 2,
    "comparisonScope": "latest_adjacent_comparable_strict_unbranded_result_sets",
    "evidenceBoundary": {
      "countsAsGeoSuccess": false,
      "countsAsPositiveSearchVisibility": false,
      "countsAsRankingFactorEvidence": false,
      "countsAsReleaseEffectEvidence": false,
      "countsAsTargetRankMovement": false,
      "releaseBoundaryPresent": true,
      "rule": "Adjacent result-set changes describe two anonymous Baidu organic snapshots only. A same-release interval still does not establish ranking causality; a cross-release interval additionally cannot isolate any release effect."
    },
    "exactPositionStableRetainedUrlObservationCount": 15,
    "movedRetainedUrlObservationCount": 6,
    "queries": [
      {
        "addedResults": [
          {
            "host": "baijiahao.baidu.com",
            "position": 9,
            "title": "2026年最新广东GEO服务商横评:5家谁更值得选?",
            "url": "https://baijiahao.baidu.com/s?id=1872154487018998378&wfr=spider&for=pc"
          },
          {
            "host": "baijiahao.baidu.com",
            "position": 10,
            "title": "2026年SaaS产品GEO服务商横评:六家深度对比谁更值得选?",
            "url": "https://baijiahao.baidu.com/s?id=1872240125616726362&wfr=spider&for=pc"
          }
        ],
        "addedUrlCount": 2,
        "afterResultCount": 10,
        "beforeResultCount": 10,
        "brandDomainObservedAfter": false,
        "brandDomainObservedBefore": false,
        "exactPositionStableRetainedUrlCount": 2,
        "movedRetainedResults": [
          {
            "afterPosition": 7,
            "beforePosition": 9,
            "host": "www.hnfeilong.cn",
            "positionImprovement": 2,
            "url": "http://www.hnfeilong.cn/view-1922664.aspx"
          },
          {
            "afterPosition": 6,
            "beforePosition": 7,
            "host": "baijiahao.baidu.com",
            "positionImprovement": 1,
            "url": "https://baijiahao.baidu.com/s?id=1869398203852985054&wfr=spider&for=pc"
          },
          {
            "afterPosition": 3,
            "beforePosition": 4,
            "host": "baijiahao.baidu.com",
            "positionImprovement": 1,
            "url": "https://baijiahao.baidu.com/s?id=1871342418831399474&wfr=spider&for=pc"
          },
          {
            "afterPosition": 5,
            "beforePosition": 6,
            "host": "paicoding.com",
            "positionImprovement": 1,
            "url": "https://paicoding.com/article/detail/2611300039059460"
          },
          {
            "afterPosition": 4,
            "beforePosition": 5,
            "host": "www.oschina.net",
            "positionImprovement": 1,
            "url": "https://www.oschina.net/comment/blog/19682769"
          },
          {
            "afterPosition": 2,
            "beforePosition": 3,
            "host": "zhuanlan.zhihu.com",
            "positionImprovement": 1,
            "url": "https://zhuanlan.zhihu.com/p/1986375345578980090"
          }
        ],
        "movedRetainedUrlCount": 6,
        "queryClass": "unbranded_provider_sources",
        "queryId": "rag-citation-provider-sources",
        "removedResults": [
          {
            "host": "baijiahao.baidu.com",
            "position": 10,
            "title": "2026年GEO服务商选型指南:5家头部机构多维度横评与避坑建议",
            "url": "https://baijiahao.baidu.com/s?id=1872127918624907166&wfr=spider&for=pc"
          },
          {
            "host": "blog.csdn.net",
            "position": 2,
            "title": "...使用PDF构建RAG:结合Langchain和通义千问_langchain rag 通义千问...",
            "url": "https://blog.csdn.net/qq_41234663/article/details/144539878"
          }
        ],
        "removedUrlCount": 2,
        "retainedUrlCount": 8,
        "targetObservedAfter": false,
        "targetObservedBefore": false,
        "urlJaccard": 0.666667
      },
      {
        "addedResults": [
          {
            "host": "baijiahao.baidu.com",
            "position": 4,
            "title": "企业AI落地:RAG和微调到底怎么选?",
            "url": "https://baijiahao.baidu.com/s?id=1871195781461074182&wfr=spider&for=pc"
          },
          {
            "host": "mp.weixin.qq.com",
            "position": 7,
            "title": "RAG一文读懂!概念、场景、优势、对比微调与项目代码示例",
            "url": "https://mp.weixin.qq.com/s?__biz=MzI4NzYzMTYwNw==&mid=2247505774&idx=1&sn=04b1aa1c09743a198c56a0b16691a623&chksm=eab3b3a53a113990ad12e3bb5ba40cbb3d2a7318a3c502d32f61c2a97787a4896368a5f41ffa&scene=27"
          }
        ],
        "addedUrlCount": 2,
        "afterResultCount": 7,
        "beforeResultCount": 6,
        "brandDomainObservedAfter": false,
        "brandDomainObservedBefore": false,
        "exactPositionStableRetainedUrlCount": 5,
        "movedRetainedResults": [],
        "movedRetainedUrlCount": 0,
        "queryClass": "unbranded_source_comparison",
        "queryId": "rag-citation-source-comparison",
        "removedResults": [
          {
            "host": "blog.csdn.net",
            "position": 4,
            "title": "企业AI落地:RAG和微调到底怎么选?",
            "url": "https://blog.csdn.net/2603_95716677/article/details/163039083"
          }
        ],
        "removedUrlCount": 1,
        "retainedUrlCount": 5,
        "targetObservedAfter": false,
        "targetObservedBefore": false,
        "urlJaccard": 0.625
      },
      {
        "addedResults": [],
        "addedUrlCount": 0,
        "afterResultCount": 8,
        "beforeResultCount": 8,
        "brandDomainObservedAfter": false,
        "brandDomainObservedBefore": false,
        "exactPositionStableRetainedUrlCount": 8,
        "movedRetainedResults": [],
        "movedRetainedUrlCount": 0,
        "queryClass": "unbranded_selection_sources",
        "queryId": "rag-citation-selection-sources",
        "removedResults": [],
        "removedUrlCount": 0,
        "retainedUrlCount": 8,
        "targetObservedAfter": false,
        "targetObservedBefore": false,
        "urlJaccard": 1
      }
    ],
    "removedUrlObservationCount": 3,
    "retainedUrlObservationCount": 21,
    "sameRelease": false,
    "schemaVersion": "1.0.0",
    "strictQueryCount": 3,
    "targetObservedAfterCount": 0,
    "targetObservedBeforeCount": 0
  },
  "createdAt": "2026-08-01",
  "creator": "DragonAI 内容研究组",
  "cumulativeComparableEvidence": {
    "evidenceBoundary": {
      "countsAsAiCitation": false,
      "countsAsBrandMention": false,
      "countsAsGeoSuccess": false,
      "countsAsIndexing": false,
      "countsAsRanking": false,
      "rule": "累计值只聚合趋势报告判定为同套件可比的匿名百度严格无品牌观察；跨发布结果不能隔离发布效果，目标与品牌域零出现也不能证明永久缺席。"
    },
    "observations": [
      {
        "brandDomainObservedQueryCount": 0,
        "observationIndex": 1,
        "observedAt": "2026-07-29T11:19:36.475Z",
        "organicResultObservationCount": 25,
        "releaseId": "20260729T022923Z-e69a48add49f",
        "sourceReport": "geo/reports/2026-07-29T111936Z-ai-search-rag-citation-benchmark-baidu-search-visibility.json",
        "sourceReportSha256": "fc10e78ad466612d8b929bf988c4c8249b0168a1831f084f8c351727823464e9",
        "strictQuerySnapshotCount": 3,
        "targetObservedQueryCount": 0
      },
      {
        "brandDomainObservedQueryCount": 0,
        "observationIndex": 2,
        "observedAt": "2026-07-29T15:30:00Z",
        "organicResultObservationCount": 25,
        "releaseId": "20260729T022923Z-e69a48add49f",
        "sourceReport": "geo/reports/2026-07-29T153000Z-ai-search-rag-citation-benchmark-baidu-search-visibility.json",
        "sourceReportSha256": "03daaf31ede68670e9c2a27e613377f77ff61c7b5619a4f13c0b04d79556cbf4",
        "strictQuerySnapshotCount": 3,
        "targetObservedQueryCount": 0
      },
      {
        "brandDomainObservedQueryCount": 0,
        "observationIndex": 3,
        "observedAt": "2026-07-29T18:54:43Z",
        "organicResultObservationCount": 25,
        "releaseId": "20260729T022923Z-e69a48add49f",
        "sourceReport": "geo/reports/2026-07-29T185443Z-ai-search-rag-citation-benchmark-baidu-search-visibility.json",
        "sourceReportSha256": "50a7fd616e80910ed72fbdd308dc443cbd77d8c2fb296aea68717ad565cf3b4b",
        "strictQuerySnapshotCount": 3,
        "targetObservedQueryCount": 0
      },
      {
        "brandDomainObservedQueryCount": 0,
        "observationIndex": 4,
        "observedAt": "2026-07-30T00:08:25Z",
        "organicResultObservationCount": 25,
        "releaseId": "20260729T022923Z-e69a48add49f",
        "sourceReport": "geo/reports/2026-07-30T000825Z-ai-search-rag-citation-benchmark-baidu-search-visibility.json",
        "sourceReportSha256": "1b5921ffe509f6706efbfb87df1f9b6fc5e3e57e43b53cb215583182cded6b90",
        "strictQuerySnapshotCount": 3,
        "targetObservedQueryCount": 0
      },
      {
        "brandDomainObservedQueryCount": 0,
        "observationIndex": 5,
        "observedAt": "2026-07-30T01:21:23Z",
        "organicResultObservationCount": 25,
        "releaseId": "20260729T022923Z-e69a48add49f",
        "sourceReport": "geo/reports/2026-07-30T012123Z-ai-search-rag-citation-benchmark-baidu-search-visibility.json",
        "sourceReportSha256": "e74722ea17c265e2d398e256ce479ab391e0e1152b38dddbb46ebdbc2bc980ce",
        "strictQuerySnapshotCount": 3,
        "targetObservedQueryCount": 0
      },
      {
        "brandDomainObservedQueryCount": 0,
        "observationIndex": 6,
        "observedAt": "2026-07-30T02:03:42Z",
        "organicResultObservationCount": 25,
        "releaseId": "20260729T022923Z-e69a48add49f",
        "sourceReport": "geo/reports/2026-07-30T020342Z-ai-search-rag-citation-benchmark-baidu-search-visibility.json",
        "sourceReportSha256": "3c78c233e53f7aa317b77345db285bd0b26360803bd19a26bb016cbdeafc26f2",
        "strictQuerySnapshotCount": 3,
        "targetObservedQueryCount": 0
      },
      {
        "brandDomainObservedQueryCount": 0,
        "observationIndex": 7,
        "observedAt": "2026-07-30T09:11:37Z",
        "organicResultObservationCount": 25,
        "releaseId": "20260730T051300Z-e2b7350f9d7d",
        "sourceReport": "geo/reports/2026-07-30T091137Z-ai-search-rag-citation-benchmark-baidu-search-visibility.json",
        "sourceReportSha256": "7753984451364dc1d2fef9b9be2b32b5af88dba86d2844a2caa562c68f376461",
        "strictQuerySnapshotCount": 3,
        "targetObservedQueryCount": 0
      },
      {
        "brandDomainObservedQueryCount": 0,
        "observationIndex": 8,
        "observedAt": "2026-07-30T19:26:55Z",
        "organicResultObservationCount": 25,
        "releaseId": "20260730T170727Z-7f0ec6193bff",
        "sourceReport": "geo/reports/2026-07-30T192655Z-ai-search-rag-citation-benchmark-baidu-search-visibility.json",
        "sourceReportSha256": "c1df92bebc74cb4b87f4f73a064ab3e9cf3669cbf1c69f71747cac09e59d04d3",
        "strictQuerySnapshotCount": 3,
        "targetObservedQueryCount": 0
      },
      {
        "brandDomainObservedQueryCount": 0,
        "observationIndex": 9,
        "observedAt": "2026-07-30T20:38:31Z",
        "organicResultObservationCount": 25,
        "releaseId": "20260730T170727Z-7f0ec6193bff",
        "sourceReport": "geo/reports/2026-07-30T203831Z-ai-search-rag-citation-benchmark-baidu-search-visibility.json",
        "sourceReportSha256": "20681d382f703e3358dfdd459d18052e11da2eda3927bdbf2ddc3de1d47a6ee4",
        "strictQuerySnapshotCount": 3,
        "targetObservedQueryCount": 0
      },
      {
        "brandDomainObservedQueryCount": 0,
        "observationIndex": 10,
        "observedAt": "2026-07-31T05:56:36Z",
        "organicResultObservationCount": 25,
        "releaseId": "20260730T170727Z-7f0ec6193bff",
        "sourceReport": "geo/reports/2026-07-31T055636Z-ai-search-rag-citation-benchmark-baidu-search-visibility.json",
        "sourceReportSha256": "a1106e2f610b0adfb1ed60da83efaf39a834c87668d677b2aae701d0dab79ccc",
        "strictQuerySnapshotCount": 3,
        "targetObservedQueryCount": 0
      },
      {
        "brandDomainObservedQueryCount": 0,
        "observationIndex": 11,
        "observedAt": "2026-07-31T11:07:28Z",
        "organicResultObservationCount": 25,
        "releaseId": "20260730T170727Z-7f0ec6193bff",
        "sourceReport": "geo/reports/2026-07-31T110728Z-ai-search-rag-citation-benchmark-baidu-search-visibility.json",
        "sourceReportSha256": "bb72601170e90d19acfdab8e5d93110c9ecb2fd0ef84e78037205a1f950463b8",
        "strictQuerySnapshotCount": 3,
        "targetObservedQueryCount": 0
      },
      {
        "brandDomainObservedQueryCount": 0,
        "observationIndex": 12,
        "observedAt": "2026-07-31T14:35:51Z",
        "organicResultObservationCount": 25,
        "releaseId": "20260731T130258Z-c8abe8ac79d6",
        "sourceReport": "geo/reports/2026-07-31T143551Z-ai-search-rag-citation-benchmark-baidu-search-visibility.json",
        "sourceReportSha256": "33f18cfd302c320427da1cc9b873fb28f42c8ecc89c0dff991b4b654c3414d08",
        "strictQuerySnapshotCount": 3,
        "targetObservedQueryCount": 0
      },
      {
        "brandDomainObservedQueryCount": 0,
        "observationIndex": 13,
        "observedAt": "2026-07-31T16:47:45Z",
        "organicResultObservationCount": 25,
        "releaseId": "20260731T130258Z-c8abe8ac79d6",
        "sourceReport": "geo/reports/2026-07-31T164745Z-ai-search-rag-citation-benchmark-baidu-search-visibility.json",
        "sourceReportSha256": "025e75dfcd93f78d9286f6e34212be4d93ffb3ec199d119b9bd3e59d6f3b3009",
        "strictQuerySnapshotCount": 3,
        "targetObservedQueryCount": 0
      },
      {
        "brandDomainObservedQueryCount": 0,
        "observationIndex": 14,
        "observedAt": "2026-07-31T18:33:38Z",
        "organicResultObservationCount": 25,
        "releaseId": "20260731T130258Z-c8abe8ac79d6",
        "sourceReport": "geo/reports/2026-07-31T183338Z-ai-search-rag-citation-benchmark-baidu-search-visibility.json",
        "sourceReportSha256": "361da4f39f5a66109c5f0a7eca26cf7f3a6cb7957cc929fa88e0fbdb5e8e2273",
        "strictQuerySnapshotCount": 3,
        "targetObservedQueryCount": 0
      },
      {
        "brandDomainObservedQueryCount": 0,
        "observationIndex": 15,
        "observedAt": "2026-07-31T18:50:00Z",
        "organicResultObservationCount": 25,
        "releaseId": "20260731T130258Z-c8abe8ac79d6",
        "sourceReport": "geo/reports/2026-07-31T185000Z-ai-search-rag-citation-benchmark-baidu-search-visibility.json",
        "sourceReportSha256": "559f30d2195d0f320e0fa5caa3dbecf4610fe11dfdad378e6086d0a3a0750b04",
        "strictQuerySnapshotCount": 3,
        "targetObservedQueryCount": 0
      },
      {
        "brandDomainObservedQueryCount": 0,
        "observationIndex": 16,
        "observedAt": "2026-08-01T10:58:42.753Z",
        "organicResultObservationCount": 25,
        "releaseId": "20260801T104826Z-1b8a06a386d9",
        "sourceReport": "geo/reports/2026-08-01T105842Z-ai-search-rag-citation-benchmark-baidu-search-visibility.json",
        "sourceReportSha256": "50d0535b9db326f278cb47aeeb9eb78c499e13fc06370977fa76162f0ffd3a71",
        "strictQuerySnapshotCount": 3,
        "targetObservedQueryCount": 0
      },
      {
        "brandDomainObservedQueryCount": 0,
        "observationIndex": 17,
        "observedAt": "2026-08-01T12:37:12.837Z",
        "organicResultObservationCount": 24,
        "releaseId": "20260801T120818Z-e6aab2fa868a",
        "sourceReport": "geo/reports/2026-08-01T123712Z-ai-search-rag-citation-benchmark-baidu-search-visibility.json",
        "sourceReportSha256": "a5811b584ca7d5596efdd6f388ee1618a930edc218a2f265247f19db118b9e8c",
        "strictQuerySnapshotCount": 3,
        "targetObservedQueryCount": 0
      },
      {
        "brandDomainObservedQueryCount": 0,
        "observationIndex": 18,
        "observedAt": "2026-08-01T15:48:45.358Z",
        "organicResultObservationCount": 25,
        "releaseId": "20260801T154118Z-4215d0a",
        "sourceReport": "geo/reports/2026-08-01T154845Z-ai-search-rag-citation-benchmark-baidu-search-visibility.json",
        "sourceReportSha256": "07915514c2060228c8715bcfad0c8dcc4d46bd52d0e11a9e56df6d1100635cd0",
        "strictQuerySnapshotCount": 3,
        "targetObservedQueryCount": 0
      }
    ],
    "summary": {
      "brandDomainObservedQuerySnapshotCount": 0,
      "comparableObservationCount": 18,
      "countsAsGeoSuccess": false,
      "firstComparableObservedAt": "2026-07-29T11:19:36.475Z",
      "latestComparableObservedAt": "2026-08-01T15:48:45.358Z",
      "organicResultObservationCount": 449,
      "productionReleaseCount": 7,
      "productionReleaseIds": [
        "20260729T022923Z-e69a48add49f",
        "20260730T051300Z-e2b7350f9d7d",
        "20260730T170727Z-7f0ec6193bff",
        "20260731T130258Z-c8abe8ac79d6",
        "20260801T104826Z-1b8a06a386d9",
        "20260801T120818Z-e6aab2fa868a",
        "20260801T154118Z-4215d0a"
      ],
      "strictQueryCount": 3,
      "strictQuerySnapshotCount": 54,
      "targetObservedQuerySnapshotCount": 0
    }
  },
  "datasetId": "ai-search-rag-baidu-current-release-baseline-2026-08-01",
  "description": "绑定生产发布 20260801T154118Z-4215d0a，公开三条严格无品牌查询与一条 site 诊断查询的匿名百度自然结果、相邻结果变动，并用逐报告 SHA-256 汇总跨七次生产发布的 18 次可比观察、54 个严格查询快照与 449 个自然结果位次。当前三条严格查询共 25 个自然位次，DragonAI 目标页及品牌域均未出现；该数据集不证明发布效果、排名原因或 GEO 成功。",
  "distribution": [
    {
      "encodingFormat": "text/csv",
      "name": "Post-deploy Baidu strict search baseline CSV",
      "url": "https://course.dragonai.tech/datasets/ai-search-rag-baidu-current-release-baseline-2026-08-01.csv"
    },
    {
      "encodingFormat": "text/csv",
      "name": "Comparable Baidu observation evidence ledger CSV",
      "url": "https://course.dragonai.tech/datasets/ai-search-rag-baidu-current-release-baseline-2026-08-01-cumulative-observations.csv"
    }
  ],
  "evidenceBoundary": {
    "countsAsGeoSuccess": false,
    "provesTargetCandidate": false,
    "provesTargetCitation": false,
    "provesTargetCrawled": false,
    "provesTargetIndexed": false,
    "rule": "该数据集只描述当前发布的匿名百度自然结果及相邻可比快照差异。跨发布差异不能隔离发布效果；site 诊断、竞争结果变动、HTTP 存活、抓取、时间经过、第一方数据或内链均不证明目标收录、排名因果、AI 引用、品牌提及或 GEO 成功。",
    "siteDiagnosticCountsAsUnbranded": false
  },
  "license": "https://creativecommons.org/licenses/by/4.0/",
  "observationSource": {
    "accessMode": "anonymous",
    "engineId": "baidu",
    "language": "zh-CN",
    "market": "CN",
    "resultSurface": "organic_web"
  },
  "observedAt": "2026-08-01T15:48:45.358Z",
  "provenance": {
    "asset": "https://course.dragonai.tech/research/ai-search-rag-finetuning-citations-2026-07",
    "comparableObservationCount": 18,
    "firstComparableObservedAt": "2026-07-29T11:19:36.475000+00:00",
    "latestComparableObservedAt": "2026-08-01T15:48:45.358000+00:00",
    "observationMethod": "anonymous_browser_dom_read_only",
    "releaseId": "20260801T154118Z-4215d0a",
    "sourceReport": "geo/reports/2026-08-01T154845Z-ai-search-rag-citation-benchmark-baidu-search-visibility.json",
    "sourceReportSha256": "07915514c2060228c8715bcfad0c8dcc4d46bd52d0e11a9e56df6d1100635cd0",
    "suiteId": "ai-search-rag-citation-benchmark-unbranded-baidu-v1",
    "trendReport": "geo/reports/2026-08-01T154845Z-search-visibility-trend.json",
    "trendReportSha256": "85d94e012099c0da43d62e33286d352b70e0238452623fccab105569237edc7c"
  },
  "queries": [
    {
      "countsAsUnbranded": true,
      "id": "rag-citation-provider-sources",
      "observedOrganicResultCount": 10,
      "query": "千问 Kimi Gemini RAG 微调 引用来源",
      "queryClass": "unbranded_provider_sources",
      "resultSetSha256": "b8ec1456c587e33b3128d51d944c61b34f1e175087f0bbab833c5801c3e97f37",
      "results": [
        {
          "host": "cloudmist-j-vision.blog.csdn.net",
          "position": 1,
          "title": "RAG 还是微调?用 Gemini API 打造企业私有知识库的落地路径_rag...",
          "url": "https://cloudmist-j-vision.blog.csdn.net/article/details/157099418"
        },
        {
          "host": "zhuanlan.zhihu.com",
          "position": 2,
          "title": "AI技术揭秘:提示词、RAG与模型微调,掌握未来AI开发的三大关键...",
          "url": "https://zhuanlan.zhihu.com/p/1986375345578980090"
        },
        {
          "host": "baijiahao.baidu.com",
          "position": 3,
          "title": "RAG 已死?不,死的是“无脑堆上下文”",
          "url": "https://baijiahao.baidu.com/s?id=1871342418831399474&wfr=spider&for=pc"
        },
        {
          "host": "www.oschina.net",
          "position": 4,
          "title": "Gemini 3.5-flash 联网搜索实测:企业 RAG 真正要补的,不是“会...",
          "url": "https://www.oschina.net/comment/blog/19682769"
        },
        {
          "host": "paicoding.com",
          "position": 5,
          "title": "Kimi K2.6 官宣开源,Agent 集群有点猛啊。 - 技术派",
          "url": "https://paicoding.com/article/detail/2611300039059460"
        },
        {
          "host": "baijiahao.baidu.com",
          "position": 6,
          "title": "2026年GEO优化技术原理深度拆解:RAG、语义理解、知识图谱与信源...",
          "url": "https://baijiahao.baidu.com/s?id=1869398203852985054&wfr=spider&for=pc"
        },
        {
          "host": "www.hnfeilong.cn",
          "position": 7,
          "title": "Kimi K2.5:Gemini 2.5 Pro查询教程",
          "url": "http://www.hnfeilong.cn/view-1922664.aspx"
        },
        {
          "host": "hub.baai.ac.cn",
          "position": 8,
          "title": "RAG被判死刑:Google用一行API架空工程师! - 智源社区",
          "url": "https://hub.baai.ac.cn/view/50706"
        },
        {
          "host": "baijiahao.baidu.com",
          "position": 9,
          "title": "2026年最新广东GEO服务商横评:5家谁更值得选?",
          "url": "https://baijiahao.baidu.com/s?id=1872154487018998378&wfr=spider&for=pc"
        },
        {
          "host": "baijiahao.baidu.com",
          "position": 10,
          "title": "2026年SaaS产品GEO服务商横评:六家深度对比谁更值得选?",
          "url": "https://baijiahao.baidu.com/s?id=1872240125616726362&wfr=spider&for=pc"
        }
      ],
      "targetMatchBasis": "resolved_canonical_destination_url",
      "targetObserved": false,
      "targetResultPosition": null
    },
    {
      "countsAsUnbranded": true,
      "id": "rag-citation-source-comparison",
      "observedOrganicResultCount": 7,
      "query": "AI 搜索 RAG 微调 引用来源 对比",
      "queryClass": "unbranded_source_comparison",
      "resultSetSha256": "430e9856e6e3b8139197e34ec6be13bc44cb2f4a91de800941d9551726ec1069",
      "results": [
        {
          "host": "www.elastic.co",
          "position": 1,
          "title": "什么是检索增强生成 (RAG)?| RAG 全面指南 | Elastic",
          "url": "https://www.elastic.co/cn/what-is/retrieval-augmented-generation"
        },
        {
          "host": "cloud.tencent.com",
          "position": 2,
          "title": "RAG 论文学习:从 NaiveRAG 到 AgenticRAG 的范式演进-腾讯云开发...",
          "url": "https://cloud.tencent.com/developer/article/2714559"
        },
        {
          "host": "cloud.tencent.com",
          "position": 3,
          "title": "一文讲清楚:RAG与微调的区别以及企业选择方向-腾讯云开发者社区...",
          "url": "https://cloud.tencent.com/developer/article/2550101"
        },
        {
          "host": "baijiahao.baidu.com",
          "position": 4,
          "title": "企业AI落地:RAG和微调到底怎么选?",
          "url": "https://baijiahao.baidu.com/s?id=1871195781461074182&wfr=spider&for=pc"
        },
        {
          "host": "cloud.baidu.com",
          "position": 5,
          "title": "RAG技术全解析概念场景优势与对比微调",
          "url": "https://cloud.baidu.com/article/3372316"
        },
        {
          "host": "cloud.baidu.com",
          "position": 6,
          "title": "AI Agent开发:RAG与微调的路径选择与实战指南",
          "url": "https://cloud.baidu.com/article/5543913"
        },
        {
          "host": "mp.weixin.qq.com",
          "position": 7,
          "title": "RAG一文读懂!概念、场景、优势、对比微调与项目代码示例",
          "url": "https://mp.weixin.qq.com/s?__biz=MzI4NzYzMTYwNw==&mid=2247505774&idx=1&sn=04b1aa1c09743a198c56a0b16691a623&chksm=eab3b3a53a113990ad12e3bb5ba40cbb3d2a7318a3c502d32f61c2a97787a4896368a5f41ffa&scene=27"
        }
      ],
      "targetMatchBasis": "resolved_canonical_destination_url",
      "targetObserved": false,
      "targetResultPosition": null
    },
    {
      "countsAsUnbranded": true,
      "id": "rag-citation-selection-sources",
      "observedOrganicResultCount": 8,
      "query": "RAG 和微调选型 AI 引用哪些来源",
      "queryClass": "unbranded_selection_sources",
      "resultSetSha256": "2d9c19fba8bc19d01ec73651cdc86ff66abe2d8b1409bcb55a60a38b40649e7b",
      "results": [
        {
          "host": "cloud.tencent.com",
          "position": 1,
          "title": "一文讲清楚:RAG与微调的区别以及企业选择方向-腾讯云开发者社区...",
          "url": "https://cloud.tencent.com/developer/article/2550101"
        },
        {
          "host": "cloud.tencent.com",
          "position": 2,
          "title": "AI 超级智能体全栈项目阶段四:学术分析 AI 项目 RAG 落地指南...",
          "url": "https://cloud.tencent.com/developer/article/2613173"
        },
        {
          "host": "baijiahao.baidu.com",
          "position": 3,
          "title": "企业AI落地:RAG和微调到底怎么选?",
          "url": "https://baijiahao.baidu.com/s?id=1871195781461074182&wfr=spider&for=pc"
        },
        {
          "host": "zhuanlan.zhihu.com",
          "position": 4,
          "title": "RAG 和微调到底选哪个?AI 产品经理的技术选型指南 - 知乎",
          "url": "https://zhuanlan.zhihu.com/p/2041693198662329497"
        },
        {
          "host": "hub.baai.ac.cn",
          "position": 5,
          "title": "北大最新综述精读:RAG在AIGC中的前世今生,覆盖300篇论文! - 智源...",
          "url": "https://hub.baai.ac.cn/view/35723"
        },
        {
          "host": "cloud.baidu.com",
          "position": 6,
          "title": "AI Agent开发:RAG与微调的路径选择与实战指南",
          "url": "https://cloud.baidu.com/article/5543913"
        },
        {
          "host": "apps.diosapp.com.cn",
          "position": 7,
          "title": "什么是 RAG?一文搞懂检索增强生成 | AGI狂热分子的每日AI 观察",
          "url": "http://apps.diosapp.com.cn/ai-tutorial/rag-explained/"
        },
        {
          "host": "baijiahao.baidu.com",
          "position": 8,
          "title": "RAG vs 微调:哪种方式更适合企业级AI应用?",
          "url": "https://baijiahao.baidu.com/s?id=1851203837024012765&wfr=spider&for=pc"
        }
      ],
      "targetMatchBasis": "resolved_canonical_destination_url",
      "targetObserved": false,
      "targetResultPosition": null
    },
    {
      "countsAsUnbranded": false,
      "id": "rag-citation-research-site-diagnostic",
      "observedOrganicResultCount": 0,
      "query": "site:course.dragonai.tech/research/ai-search-rag-finetuning-citations-2026-07",
      "queryClass": "site_diagnostic",
      "resultSetSha256": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
      "results": [],
      "targetMatchBasis": "resolved_canonical_destination_url",
      "targetObserved": false,
      "targetResultPosition": null
    }
  ],
  "researchUrl": "https://course.dragonai.tech/research/ai-search-rag-finetuning-citations-2026-07",
  "schemaVersion": "1.0.0",
  "summary": {
    "diagnosticQueryCount": 1,
    "diagnosticTargetObservedCount": 0,
    "distinctResultHostCount": 12,
    "leadingResultHosts": [
      {
        "host": "baijiahao.baidu.com",
        "resultCount": 7
      },
      {
        "host": "cloud.tencent.com",
        "resultCount": 4
      },
      {
        "host": "cloud.baidu.com",
        "resultCount": 3
      },
      {
        "host": "hub.baai.ac.cn",
        "resultCount": 2
      },
      {
        "host": "zhuanlan.zhihu.com",
        "resultCount": 2
      },
      {
        "host": "apps.diosapp.com.cn",
        "resultCount": 1
      },
      {
        "host": "cloudmist-j-vision.blog.csdn.net",
        "resultCount": 1
      },
      {
        "host": "mp.weixin.qq.com",
        "resultCount": 1
      },
      {
        "host": "paicoding.com",
        "resultCount": 1
      },
      {
        "host": "www.elastic.co",
        "resultCount": 1
      }
    ],
    "queryCount": 4,
    "strictUnbrandedOrganicResultCount": 25,
    "strictUnbrandedQueryCount": 3,
    "strictUnbrandedTargetObservedCount": 0
  },
  "title": "百度 RAG 与微调来源当前严格无品牌快照与相邻变动（2026-08-01）",
  "version": "1.3.0",
  "url": "https://course.dragonai.tech/datasets/ai-search-rag-baidu-current-release-baseline-2026-08-01.json"
}