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      "supports": [],
      "limit": "元の監査済み資料に記載された参照先です。URLの復元は、資料の最新性や全主張の支持を新たに検証したことを意味しません。",
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        "- URL: https://learn.microsoft.com/en-us/power-platform/guidance/adoption/dlp-strategy"
      ],
      "scope": "EA-007 — AI連携・自動化ツール大全",
      "provenance_status": "SOURCE_PACKET_REFERENCE_PROJECTED"
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      "href": "https://learn.microsoft.com/en-us/microsoft-copilot-studio/admin-data-loss-prevention",
      "supports": [],
      "limit": "元の監査済み資料に記載された参照先です。URLの復元は、資料の最新性や全主張の支持を新たに検証したことを意味しません。",
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      ],
      "scope": "EA-007 — AI連携・自動化ツール大全",
      "provenance_status": "SOURCE_PACKET_REFERENCE_PROJECTED"
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      "title": "- AUTHOR/ORG: Microsoft",
      "href": "https://learn.microsoft.com/en-us/power-automate/limits-and-config",
      "supports": [],
      "limit": "元の監査済み資料に記載された参照先です。URLの復元は、資料の最新性や全主張の支持を新たに検証したことを意味しません。",
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      ],
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        "- URL: https://learn.microsoft.com/en-us/power-automate/limits-and-config"
      ],
      "scope": "EA-007 — AI連携・自動化ツール大全",
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      "supports": [],
      "limit": "元の監査済み資料に記載された参照先です。URLの復元は、資料の最新性や全主張の支持を新たに検証したことを意味しません。",
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      "supports": [],
      "limit": "元の監査済み資料に記載された参照先です。URLの復元は、資料の最新性や全主張の支持を新たに検証したことを意味しません。",
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      "supports": [],
      "limit": "元の監査済み資料に記載された参照先です。URLの復元は、資料の最新性や全主張の支持を新たに検証したことを意味しません。",
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      "limit": "元の監査済み資料に記載された参照先です。URLの復元は、資料の最新性や全主張の支持を新たに検証したことを意味しません。",
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      "supports": [],
      "limit": "元の監査済み資料に記載された参照先です。URLの復元は、資料の最新性や全主張の支持を新たに検証したことを意味しません。",
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      "supporting_locators": [
        "EA-007 — AI連携・自動化ツール大全",
        "- URL: https://help.make.com/audit-logs ; https://help.make.com/credential-requests"
      ],
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      "supports": [],
      "limit": "元の監査済み資料に記載された参照先です。URLの復元は、資料の最新性や全主張の支持を新たに検証したことを意味しません。",
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      "limit": "元の監査済み資料に記載された参照先です。URLの復元は、資料の最新性や全主張の支持を新たに検証したことを意味しません。",
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      "href": "https://help.zapier.com/hc/en-us/articles/43996004782349-Allowed-domains-for-app-connections",
      "supports": [],
      "limit": "元の監査済み資料に記載された参照先です。URLの復元は、資料の最新性や全主張の支持を新たに検証したことを意味しません。",
      "origin_class": "SOURCE_PACKET_REFERENCE",
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    {
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      "limit": "元の監査済み資料に記載された参照先です。URLの復元は、資料の最新性や全主張の支持を新たに検証したことを意味しません。",
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        "- URL: https://help.zapier.com/hc/en-us/articles/8496279747085-Set-up-single-sign-on-with-SAML ; https://help.zapier.com/hc/en-us/articles/43996004782349-Allowed-domains-for-app-connections ; https://zapier.com/security-compliance"
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    {
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      "limit": "元の監査済み資料に記載された参照先です。URLの復元は、資料の最新性や全主張の支持を新たに検証したことを意味しません。",
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        "- URL: https://developers.google.com/workspace/add-ons/how-tos/building-workspace-addons"
      ],
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    {
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      "supports": [],
      "limit": "元の監査済み資料に記載された参照先です。URLの復元は、資料の最新性や全主張の支持を新たに検証したことを意味しません。",
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        "- URL: https://developers.google.com/workspace/add-ons/how-tos/building-workspace-addons ; https://developers.google.com/apps-script/guides/support/troubleshooting"
      ],
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    {
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      "supports": [],
      "limit": "元の監査済み資料に記載された参照先です。URLの復元は、資料の最新性や全主張の支持を新たに検証したことを意味しません。",
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      "source_or_experiment_ids": [
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        "- URL: https://docs.uipath.com/automation-cloud/automation-cloud/latest/admin-guide/about-logs"
      ],
      "scope": "EA-007 — AI連携・自動化ツール大全",
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      "supports": [],
      "limit": "元の監査済み資料に記載された参照先です。URLの復元は、資料の最新性や全主張の支持を新たに検証したことを意味しません。",
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        "- URL: https://docs.uipath.com/automation-cloud/automation-cloud/latest/admin-guide/about-logs ; https://docs.uipath.com/automation-cloud/automation-cloud/latest/api-guide/audit-logs"
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    {
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      "limit": "元の監査済み資料に記載された参照先です。URLの復元は、資料の最新性や全主張の支持を新たに検証したことを意味しません。",
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      ],
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        "- URL: https://spec.openapis.org/oas/v3.2.0.html"
      ],
      "scope": "EA-007 — AI連携・自動化ツール大全",
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      "supports": [],
      "limit": "元の監査済み資料に記載された参照先です。URLの復元は、資料の最新性や全主張の支持を新たに検証したことを意味しません。",
      "origin_class": "SOURCE_PACKET_REFERENCE",
      "source_or_experiment_ids": [
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      ],
      "supporting_locators": [
        "EA-007 — AI連携・自動化ツール大全",
        "- URL: https://help.openai.com/en/articles/11487775-connectors-in-chatgpt"
      ],
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    },
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      "title": "https://help.make.com/retry-error-handler",
      "href": "https://help.make.com/retry-error-handler",
      "supports": [],
      "limit": "元の監査済み資料に記載された参照先です。URLの復元は、資料の最新性や全主張の支持を新たに検証したことを意味しません。",
      "origin_class": "SOURCE_PACKET_REFERENCE",
      "source_or_experiment_ids": [
        "SRC-EA-007-URL-D423BB6A2D7C"
      ],
      "supporting_locators": [
        "Current primary evidence",
        "- https://help.make.com/retry-error-handler"
      ],
      "scope": "Current primary evidence",
      "provenance_status": "SOURCE_PACKET_REFERENCE_PROJECTED"
    },
    {
      "id": "EVD-EA-007-URL-191C4FA0BC31",
      "evidence_class": "RESEARCH",
      "title": "https://help.make.com/webhooks",
      "href": "https://help.make.com/webhooks",
      "supports": [],
      "limit": "元の監査済み資料に記載された参照先です。URLの復元は、資料の最新性や全主張の支持を新たに検証したことを意味しません。",
      "origin_class": "SOURCE_PACKET_REFERENCE",
      "source_or_experiment_ids": [
        "SRC-EA-007-URL-191C4FA0BC31"
      ],
      "supporting_locators": [
        "Current primary evidence",
        "- https://help.make.com/webhooks"
      ],
      "scope": "Current primary evidence",
      "provenance_status": "SOURCE_PACKET_REFERENCE_PROJECTED"
    },
    {
      "id": "EVD-EA-007-URL-9FFB7F304DAC",
      "evidence_class": "RESEARCH",
      "title": "https://learn.microsoft.com/power-automate/prevent-data-loss",
      "href": "https://learn.microsoft.com/power-automate/prevent-data-loss",
      "supports": [],
      "limit": "元の監査済み資料に記載された参照先です。URLの復元は、資料の最新性や全主張の支持を新たに検証したことを意味しません。",
      "origin_class": "SOURCE_PACKET_REFERENCE",
      "source_or_experiment_ids": [
        "SRC-EA-007-URL-9FFB7F304DAC"
      ],
      "supporting_locators": [
        "Current primary evidence",
        "- https://learn.microsoft.com/power-automate/prevent-data-loss"
      ],
      "scope": "Current primary evidence",
      "provenance_status": "SOURCE_PACKET_REFERENCE_PROJECTED"
    },
    {
      "id": "EVD-EA-007-URL-9469FE5D5C92",
      "evidence_class": "RESEARCH",
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      "href": "https://learn.microsoft.com/en-us/power-platform/admin/power-automate-licensing/types",
      "supports": [],
      "limit": "元の監査済み資料に記載された参照先です。URLの復元は、資料の最新性や全主張の支持を新たに検証したことを意味しません。",
      "origin_class": "SOURCE_PACKET_REFERENCE",
      "source_or_experiment_ids": [
        "SRC-EA-007-URL-9469FE5D5C92"
      ],
      "supporting_locators": [
        "Current primary evidence",
        "- https://learn.microsoft.com/en-us/power-platform/admin/power-automate-licensing/types"
      ],
      "scope": "Current primary evidence",
      "provenance_status": "SOURCE_PACKET_REFERENCE_PROJECTED"
    },
    {
      "id": "EVD-EA-007-URL-BB03F4E0C827",
      "evidence_class": "RESEARCH",
      "title": "https://learn.microsoft.com/en-us/power-platform/admin/governance-considerations",
      "href": "https://learn.microsoft.com/en-us/power-platform/admin/governance-considerations",
      "supports": [],
      "limit": "元の監査済み資料に記載された参照先です。URLの復元は、資料の最新性や全主張の支持を新たに検証したことを意味しません。",
      "origin_class": "SOURCE_PACKET_REFERENCE",
      "source_or_experiment_ids": [
        "SRC-EA-007-URL-BB03F4E0C827"
      ],
      "supporting_locators": [
        "Current primary evidence",
        "- https://learn.microsoft.com/en-us/power-platform/admin/governance-considerations"
      ],
      "scope": "Current primary evidence",
      "provenance_status": "SOURCE_PACKET_REFERENCE_PROJECTED"
    },
    {
      "id": "EA-007-CURRENT-APPROVAL",
      "evidence_class": "RESEARCH",
      "title": "現行本文の監査・revision対応",
      "supports": [
        "現行台帳のAUDIT_PASSと候補・revision・本文ハッシュの対応を確認しています。"
      ],
      "limit": "監査状態と来歴の記録です。外部根拠の最新性や本文の全主張を追加保証しません。",
      "origin_class": "AUDITED_CANONICAL_RESEARCH_PACKET",
      "source_or_experiment_ids": [
        "V21-CANDIDATE-EA007-BASE-20261011-C2"
      ],
      "supporting_locators": [
        "1KqhJtiSb2S84rWmeYVwKcT_76dBwZ_B0ZZuAWQqH0rQ",
        "EA_REVISION_LEDGER!A389:U389",
        "EA-007-V21-LEGACY-MIGRATION-20261011-R1"
      ],
      "provenance_status": "CURRENT_CANONICAL_APPROVAL_READBACK"
    },
    {
      "id": "EA-007-CURRENT-BODY-READBACK",
      "evidence_class": "IMPL",
      "title": "現行本文の収録照合",
      "supports": [
        "公開生成入力の本文SHA-256が、監査済み候補に結び付いたハッシュと一致しています。"
      ],
      "limit": "本文の同一性の検査です。外部システムの挙動や全主張の真偽を実証したものではありません。",
      "checked_at": "2026-10-12",
      "origin_class": "IMPLEMENTATION_READBACK",
      "source_or_experiment_ids": [
        "BODY-SHA256:82b2bd39e27c09ba8320b28bf2cc59da3174ed45592695275414ae7a27e09573"
      ],
      "supporting_locators": [
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        "82b2bd39e27c09ba8320b28bf2cc59da3174ed45592695275414ae7a27e09573",
        "EA-007-V21-LEGACY-MIGRATION-20261011-R1"
      ],
      "provenance_status": "CURRENT_APPROVED_BODY_HASH_MATCH"
    }
  ],
  "research_sections": [
    {
      "heading": "EA-007 — AI連携・自動化ツール大全",
      "text": "### WHY_THIS_MATTERS_TO_UPDATE\nEnterprise AIの実運用では、LLM・agent本体よりも、業務SaaS・基幹系・ファイル・メール・CRM・RPA・Webhook等へ接続する自動化層が実際の権限、credential、side effect、再実行、監査、障害復旧の境界を決める。製品名や「連携数」の一覧だけでは事故条件を説明できないため、Zapier / Make / n8n / Power Automate・Copilot Studio / Google Workspace・Apps Script / UiPath等を共通運用軸で比較できる辞典層が必要。\n\n\n### SCOPE_ROUTING\ninteroperability / implementation / organization overlay / governance / security / audit / operability / cost / non-LLM automation component / agent-tool boundary\n\n\n### CLAIM_OR_RESEARCH_QUESTION\n1. AI連携・自動化製品を、ブランドではなく共通の運用面で比較できるか。\n2. connector / plugin / app / workflow / webhook / RPA / agent actionはどこまで同じ問題として扱え、どこから分離すべきか。\n3. 「接続できる」ことと「安全に本番運用できる」ことの間に必要なcontrol planeは何か。\n4. retry / replay / resubmitがside effectを二重実行する危険をどのように扱うべきか。\n\n\n### EVIDENCE TABLE\n\n\n#### E007-S01 — Microsoft Power Platform data policy\n- SOURCE_CLASS: official product documentation\n- TITLE: Implement a data policy strategy / Configure data policies for agents\n- AUTHOR/ORG: Microsoft\n- URL: https://learn.microsoft.com/en-us/power-platform/guidance/adoption/dlp-strategy ; https://learn.microsoft.com/en-us/microsoft-copilot-studio/admin-data-loss-prevention\n- ACCESSED: 2026-09-11\n- VERSION/STATE: current web docs; Copilot Studio tenant-wide enforcement current as of 2026\n- LOCATOR: Business / Non-business / Blocked connector groups; real-time enforcement; connectors in different data groups cannot share data\n- LABEL: VERIFIED_SPEC + PRODUCT_VOLATILE\n- RELATION: support / limit\n- ESTABLISHES: connector利用可否とデータ越境は組織policyで制御可能であり、agent/flowの存在だけでは実行可能性が決まらない。\n- DOES_NOT_ESTABLISH: 特定tenantのpolicy実設定、個別connectorの許可状態。\n\n\n#### E007-S02 — Power Automate limits and run operations\n- SOURCE_CLASS: official product documentation\n- TITLE: Limits for automated, scheduled, and instant flows / Cancel or resubmit flow runs in bulk\n- AUTHOR/ORG: Microsoft\n- URL: https://learn.microsoft.com/en-us/power-automate/limits-and-config ; https://learn.microsoft.com/en-us/power-automate/how-tos-bulk-resubmit\n- ACCESSED: 2026-09-11\n- VERSION/STATE: current 2026 docs\n- LOCATOR: throughput limits; persistent 14-day over-limit may turn flow off; resubmit subject to connector/API-call limits; run history is 28 days in the bulk-run UI description\n- LABEL: VERIFIED_SPEC + PRODUCT_VOLATILE\n- RELATION: support / failure-envelope\n- ESTABLISHES: automation capacity is bounded by platform and connector throttling; operational recovery includes cancel/resubmit but resubmit is not equivalent to transaction rollback.\n- DOES_NOT_ESTABLISH: every connector’s retry/idempotency semantics.\n\n\n#### E007-S03 — n8n security audit and executions\n- SOURCE_CLASS: author-maintained product documentation / OSS practice\n- TITLE: Security audit / All executions / Source control and environments\n- AUTHOR/ORG: n8n\n- URL: https://docs.n8n.io/hosting/securing/security-audit/ ; https://docs.n8n.io/workflows/executions/all-executions/ ; https://docs.n8n.io/source-control-environments/create-environments/\n- ACCESSED: 2026-09-11\n- VERSION/STATE: n8n current docs; source control available Business/Enterprise; external storage doc references v2.6.4+\n- LOCATOR: audit detects risky nodes, community/custom nodes, unprotected webhooks and credential/database risks; failed executions can be retried with current or original workflow; Git-backed multi-instance environments\n- LABEL: VERIFIED_SPEC + OSS_PRACTICE + PRODUCT_VOLATILE\n- RELATION: support / counter\n- ESTABLISHES: self-hostable workflow engines shift part of security/upgrade/storage responsibility to operator; execution replay and environment promotion are first-class concerns.\n- DOES_NOT_ESTABLISH: self-hosting is inherently safer; security audit is a full compliance audit.\n\n\n#### E007-S04 — Make audit / credentials / SSO\n- SOURCE_CLASS: official product documentation\n- TITLE: Audit logs / Credential requests / Okta SAML\n- AUTHOR/ORG: Make\n- URL: https://help.make.com/audit-logs ; https://help.make.com/credential-requests ; https://help.make.com/okta-saml\n- ACCESSED: 2026-09-11\n- VERSION/STATE: current docs; audit logs Enterprise; credential requests restricted to eligible Partner/Enterprise users; SAML Enterprise\n- LOCATOR: audit events cover scenarios, connections, webhooks, keys and credential usage; 12-month audit retention; credential provider can revoke or reauthorize without exposing authentication material to requester\n- LABEL: VERIFIED_SPEC + PRODUCT_VOLATILE\n- RELATION: support / availability-gate\n- ESTABLISHES: credential custody can be separated from workflow authorship; audit/SSO/governance are plan-gated operational features.\n- DOES_NOT_ESTABLISH: every connector implements least privilege or fine-grained scopes.\n\n\n#### E007-S05 — Zapier enterprise governance\n- SOURCE_CLASS: official product documentation\n- TITLE: Set up single sign-on with SAML / Allowed domains for app connections / Security and Compliance / Enterprise security\n- AUTHOR/ORG: Zapier\n- URL: https://help.zapier.com/hc/en-us/articles/8496279747085-Set-up-single-sign-on-with-SAML ; https://help.zapier.com/hc/en-us/articles/43996004782349-Allowed-domains-for-app-connections ; https://zapier.com/security-compliance\n- ACCESSED: 2026-09-11\n- VERSION/STATE: SAML article updated 2026-08-05; allowed-domains article current 2026; product controls are plan dependent\n- LOCATOR: SAML/JIT; allowed OAuth account domains; audit/connection tracking; enterprise observability and permissions\n- LABEL: VERIFIED_SPEC + PRODUCT_VOLATILE\n- RELATION: support / availability-gate\n- ESTABLISHES: no-code automationでもidentity、connection origin、audit、permissionのcontrol planeが必要。\n- DOES_NOT_ESTABLISH: SaaS platformがdownstream SaaSのauthorization designを代替すること。\n\n\n#### E007-S06 — Google Workspace Add-ons / Apps Script\n- SOURCE_CLASS: official platform documentation\n- TITLE: Build Google Workspace add-ons / Apps Script troubleshooting\n- AUTHOR/ORG: Google\n- URL: https://developers.google.com/workspace/add-ons/how-tos/building-workspace-addons ; https://developers.google.com/apps-script/guides/support/troubleshooting\n- ACCESSED: 2026-09-11\n- VERSION/STATE: Add-ons guide updated 2026-07-22; troubleshooting current 2026\n- LOCATOR: Add-ons can use Apps Script or HTTP; OAuth scopes should be least-permissive; Apps Script recommended for lightweight/smaller-use cases while other runtimes may suit many users/low latency/full infra control; every Apps Script execution is recorded\n- LABEL: VERIFIED_SPEC + PRODUCT_VOLATILE\n- RELATION: support / limit\n- ESTABLISHES: Workspace integration is not synonymous with Apps Script; runtime choice and ownership/project lifecycle matter.\n- DOES_NOT_ESTABLISH: Apps Script is unsuitable for all enterprise use.\n\n\n#### E007-S07 — UiPath audit and robot logs\n- SOURCE_CLASS: official product documentation\n- TITLE: Automation Cloud — About logs / Audit Logs API\n- AUTHOR/ORG: UiPath\n- URL: https://docs.uipath.com/automation-cloud/automation-cloud/latest/admin-guide/about-logs ; https://docs.uipath.com/automation-cloud/automation-cloud/latest/api-guide/audit-logs\n- ACCESSED: 2026-09-11\n- VERSION/STATE: Automation Cloud latest\n- LOCATOR: organization/tenant audit APIs; robot logs; audit retention/export differs by plan and log class\n- LABEL: VERIFIED_SPEC + PRODUCT_VOLATILE\n- RELATION: support / limit\n- ESTABLISHES: RPAにはworkflow controlだけでなくrobot/runtime execution telemetryと管理auditの二層が存在する。\n- DOES_NOT_ESTABLISH: UI automationがAPI automationより常に低信頼であること。\n\n\n#### E007-S08 — OpenAPI 3.2.0\n- SOURCE_CLASS: open standard\n- TITLE: OpenAPI Specification v3.2.0\n- AUTHOR/ORG: OpenAPI Initiative / Linux Foundation\n- URL: https://spec.openapis.org/oas/v3.2.0.html\n- PUBLISHED: 2025-09-19\n- ACCESSED: 2026-09-11\n- VERSION: 3.2.0\n- LOCATOR: standard language-agnostic HTTP API description; paths, callbacks, security schemes, OAuth flows\n- LABEL: VERIFIED_SPEC\n- RELATION: support / boundary\n- ESTABLISHES: typed HTTP API contract is a reusable integration substrate and can describe callbacks/security requirements.\n- DOES_NOT_ESTABLISH: API description alone provides authorization, approval, idempotency, runtime governance or business safety.\n\n\n#### E007-S09 — ChatGPT Plugins/Apps current terminology\n- SOURCE_CLASS: official product documentation\n- TITLE: Apps in ChatGPT\n- AUTHOR/ORG: OpenAI\n- URL: https://help.openai.com/en/articles/11487775-connectors-in-chatgpt\n- ACCESSED: 2026-09-11\n- VERSION/STATE: current; Plugin directory migration dated 2026-07-09\n- LOCATOR: plugins may include skills/apps/app templates; apps connect external data/actions; workspace admins govern plugin installation and underlying app access/permissions; custom apps can use MCP\n- LABEL: VERIFIED_SPEC + PRODUCT_VOLATILE\n- RELATION: support / terminology-boundary\n- ESTABLISHES: 「Plugin」と「app/connector/action」を同義語として固定してはならず、distribution/workflow packagingとactual external connection/permissionを分離する必要がある。\n- DOES_NOT_ESTABLISH: every plugin has external actions or equivalent permission model.\n\n\n### FINDINGS\n1. **共通比較単位は「製品」よりautomation execution boundary。** 各基盤を少なくとも (a) trigger/event, (b) workflow/orchestration, (c) connector/action, (d) credential/identity, (e) execution runtime, (f) audit/control plane に分解すると、Power Automate・Make・Zapier・n8n・GAS・RPAを同じ表で比較できる。\n2. **connector countは弱い指標。** 本番適格性を左右するのは、connectorごとのauth method/scope、credential owner、shared credential可否、connection domain、DLP classification、rate limit、side-effect semantics、auditability、version/change policy。\n3. **「credentialを持てる」と「workflow作者がcredential secretを読める」は別。** Make credential requestsのように、credential providerが認可しworkflow側が利用するが秘密値を閲覧しない構成が成立する。一方n8n workflow sharingでは、workflow editorがworkflow内で使われるcredentialsを利用できる旨が文書化されており、共有境界は製品ごとに異なる。\n4. **retry/replayは復旧機能であると同時にside-effect risk。** Power Automateのresubmit、n8nのretry-original/current等は再実行を可能にするが、外部API側のidempotency key、dedupe、transaction semanticsが無ければ二重送信・二重作成・二重決済等を防ぐ保証にはならない。\n5. **DLPはconnector governanceであり、downstream permissionの代替ではない。** MicrosoftのBusiness/Non-business/Blocked分類はデータ経路を制御できるが、接続先でcredentialが過剰権限ならその権限自体を縮小しない。\n6. **Webhook/API/RPAを一括りにしない。** API/OpenAPIはstructured contract、Webhookはevent delivery、RPAはUI/runtime操作であり、observability・retry・schema drift・auth・failure detectionが異なる。共通章では接続方式を別軸として保持する。\n7. **LLM/agent integrationは既存automation controlを消さない。** Copilot Studioのdata policyやChatGPT app/plugin管理の例から、agentがworkflow/actionを呼ぶ場合でもworkspace/admin/connector permissionが別control planeとして残る。\n8. **SaaS vs self-hostedも単純な安全順位にしない。** SaaSはSSO/audit/governanceをplan-gated featureとして提供し得る。self-hosted n8n等はnetwork/storage/upgrade/node riskを組織側がより直接負う。どちらも責任境界の比較が必要。\n\n\n### LIMITS / COUNTEREVIDENCE / FAILURE ENVELOPE\n- vendor docsは機能存在を示すが、特定tenantの設定・実効権限・運用成熟度は示さない。\n- 「監査ログあり」は、必要イベントが全て記録される・十分長く保持される・改ざん耐性がある、を自動的には意味しない。plan、event class、retention、export pathを別確認する。\n- workflow retryはtransaction rollbackではない。downstream actionのidempotencyを独立検証する。\n- DLP/connector blockはcredential scopeや対象SaaS内部ACLを置換しない。\n- OAuth接続はleast privilegeを保証しない。実際のrequested scopeとresource ownerを確認する。\n- Webhookはdelivery成功とbusiness processing成功を分ける必要があり、duplicate/out-of-order/replay/schema changeを想定する。\n- UI/RPAは画面変更・selector drift・session state・desktop/runtime availabilityのfailureを持ち、API integrationとはfailure envelopeが異なる。\n- self-hostingはdata/control localityを増やし得る一方、patching、secret management、network exposure、backup、queue/database運用を組織責任へ移す。\n\n\n### AVAILABILITY_GATES\n- plan/tier: SSO、SCIM、audit retention、source control、credential governance、log streaming等がEnterprise/Business等に限定される例が多い。\n- tenant/admin policy: Power Platform DLP、ChatGPT app/plugin enablement、OAuth/domain restrictions。\n- connector/app support: connectorごとのregion、authentication method、scope、API limit。\n- hosting mode: SaaS / self-hosted / desktop robot / cloud robot。\n- identity: human OAuth、service account/service principal、shared connection、credential delegation。\n- runtime: network egress、private endpoint/VPC、desktop session、queue worker、execution time/throughput quota。\n\n\n### IMPLEMENTATION_STATE\n- Power Automate / Copilot Studio / Zapier / Make / n8n / Apps Script / UiPathはいずれもproduction-grade maintained implementations。ただし同一カテゴリではなく、iPaaS/no-code workflow、low-code platform、script runtime、RPA/orchestration等が重なる市場である。\n- OpenAPI 3.2.0はinterface description standardでありautomation runtimeではない。\n- ChatGPT Plugins/AppsはAI client側のdistribution/action surfaceであり、Power Automate等のgeneral-purpose automation runtimeと同一層ではない。\n\n\n### BENCHMARK_OR_EVAL\nこの領域に単一の「最強automation tool」benchmarkを置かない。導入評価は最低でも次の実測profileに分ける。\n1. SUCCESS RATE: 同一fixtureでN回実行し成功/partial/failureを区別。\n2. SIDE-EFFECT SAFETY: timeout後retryでduplicate actionが出ないか。\n3. RECOVERY: failed runのresume/retry/replayとmanual compensation所要。\n4. THROUGHPUT/LATENCY: connector throttling込みのp50/p95、queue delay。\n5. CHANGE RESILIENCE: schema/API/UI change時の破損範囲。\n6. GOVERNANCE COVERAGE: identity, RBAC, DLP, secret custody, audit export, environment promotion。\n7. COST: task/action/execution/robot/runtime/egress等、課金単位を製品間で正規化して比較。\n\n\n### SECURITY / PRIVACY / AUDIT / COST / OPERABILITY\n- SECURITY: connection credentialとworkflow edit permissionを分離し、service identityを人間credentialで代用しない。custom/community connector/nodeはsupply-chain対象とする。\n- PRIVACY: dataがどのconnector/runtime/logへ複製されるかをdata-flow diagramで管理。execution payloadのlog retentionも確認。\n- AUDIT: authoring change log、credential/connection change、execution log、admin auditを別event classとして確認する。\n- COST: 「1 automation」の課金単位は比較不能。task/action/API call/execution/minute/robot/AI token等に分解する。\n- OPERABILITY: owner、environment、version、rollback、retry policy、dead-letter/failed-run queue、alert、runbookを本番受入条件とする。\n\n\n### SAFE_WORDING_FOR_FUTURE_BOOK\n「AI連携・自動化基盤は、コネクタ数ではなく、誰の資格情報で・どの権限を使い・どの実行環境から・何を変更し・失敗時にどう再実行され・その履歴を誰が監査できるかで評価する。Plugin、connector、Webhook、workflow、RPA、agent actionは接続面が重なる一方、同じ安全境界ではない。特に再実行は復旧手段であると同時に二重side effectの入口であり、外部操作のidempotencyと補償手順を独立して設計する必要がある。」\n\n\n### UPDATE_WORK_HANDOFF\n1. 公開後本編では「ブランド一覧」より先に共通比較matrixを作る。推奨列: integration type / trigger / action / auth / credential owner / least-privilege support / DLP / human approval / retry / idempotency support / run history / audit retention/export / env promotion / self-host / private network / rate limits / cost meter / AI-agent surface。\n2. Zapier, Make, n8n, Power Automate/Copilot Studio, GAS/Workspace add-ons, UiPathを代表実装として同matrixへ入れる。必要ならWorkato/Pipedream/IFTTT等を追加するが、製品数を成果指標にしない。\n3. EA-160（connector/OpenAPI comparison）ではE007-S08を再利用し、OpenAPI contract、generic HTTP action、native connector、MCP tool、RPAの境界を詳細化する。\n4. EA-063/159（MCP gateway）とは、connector inventory・approval・credential mediation・auditを接続する。\n5. TEST_PROFILE-AUTO-001（未実施）: sandbox対象APIでcreate actionを故意にtimeout/retryし、idempotency key有/無でduplicate side effectを比較。\n6. TEST_PROFILE-AUTO-002（未実施）: OAuth scope、workflow editor、credential owner、runtime identityの4者を分離した最小構成を各主要platformで照合。\n7. PRODUCT_VOLATILE再確認: plan/tier、audit retention、SSO/SCIM、DLP、AI/plugin terminology、connector availability、rate limitsは出版直前に再確認。\n\n\n### OPEN_UNKNOWN / STOP_CONDITION"
    },
    {
      "heading": "OPEN_UNKNOWN",
      "text": "- Zapier/Make/n8n/Power Automate/UiPath間で、同一fixtureを使ったvendor-neutralなside-effect/retry比較は未実施。\n- 各製品の全connectorについてidempotency保証を一括確認することは不可能であり、重要action単位で確認が必要。\n- ChatGPT Plugin directory移行後の各pluginのaction approval・audit granularityはplugin/app固有で、共通保証として閉じない。\n- SaaS各社のprivate networking/data residency/log retentionはplan・regionで変動するため個別matrix作成時に再確認。"
    },
    {
      "heading": "STOP_CONDITION",
      "text": "- EA-007の更新着手に必要な共通分類、代表実装、主要governance axis、failure envelope、評価profileが揃ったためbounded close。製品別全機能カタログ化は後続Workへ送る。"
    },
    {
      "heading": "RUN DISPOSITION",
      "text": "EA-007: BOUNDED_CLOSE"
    },
    {
      "heading": "Currentness findings",
      "text": "- Current automation products continue to expose materially different retry, execution-history, audit-log, licensing, and policy surfaces; “has a connector” is not a sufficient enterprise comparison axis.\n- n8n documents replay/retry of failed executions with original or current workflow definitions.\n- Make documents an explicit Retry error handler and plan-dependent audit/webhook retention.\n- Power Automate documentation separates connector/DLP policy, licensing/capacity, and execution rights.\n- The canonical packet's credential, side-effect, idempotency, retry, audit, and change-control axes remain current."
    },
    {
      "heading": "Current primary evidence",
      "text": "- https://docs.n8n.io/workflows/executions/all-executions/\n- https://help.make.com/retry-error-handler\n- https://help.make.com/audit-logs\n- https://help.make.com/webhooks\n- https://learn.microsoft.com/power-automate/prevent-data-loss\n- https://learn.microsoft.com/en-us/power-platform/admin/power-automate-licensing/types\n- https://learn.microsoft.com/en-us/power-platform/admin/governance-considerations"
    },
    {
      "heading": "Counterevidence / failure envelope retained",
      "text": "- Connector count does not prove authorization quality, delivery guarantees, idempotency, rollback, or audit completeness.\n- Retry can duplicate non-idempotent side effects when the downstream system lacks a stable idempotency contract.\n- Audit-log and webhook-log retention may be plan-specific and shorter than the organization's incident-response window.\n- DLP/connector classification does not substitute for downstream object-level authorization.\n- SaaS feature/plan semantics are PRODUCT_VOLATILE and require as-of dates."
    },
    {
      "heading": "SAFE_WORDING",
      "text": "Treat workflow automation as an execution and authority boundary. Record credential owner, trigger, connector/action version, side-effect class, retry/idempotency contract, DLP/policy scope, execution evidence, audit retention, and rollback path rather than comparing products by connector count alone."
    },
    {
      "heading": "OPEN_UNKNOWN",
      "text": "- exact current retry/backoff/idempotency behavior for every connector and product;\n- organization-specific plan entitlements and audit-retention overrides;\n- cross-product semantics for replay after workflow edits;\n- downstream SaaS object-level authorization and irreversible side effects."
    },
    {
      "heading": "Research Gate decision",
      "text": "`PASS_FOR_BOUNDED_BASE_REVISION`."
    },
    {
      "heading": "Candidate implementation overlay",
      "text": "- target: `content/staging/EA-007.md`\n- base repository commit: `97d3d104ae0b16a95e7dffddc3a8cb327795a796`\n- path precondition: `ABSENT`\n- candidate: `V21-CANDIDATE-EA007-BASE-20261011-C1`\n- READY: NOT_CREATED\n- AUDIT_PASS: NOT_CLAIMED\n- GIT_WRITE: NOT_PERFORMED"
    }
  ],
  "human_url": "/tools/ea-007-ai",
  "markdown_url": "/agent/article.md?path=%2Ftools%2Fea-007-ai",
  "json_url": "/agent/article.json?path=%2Ftools%2Fea-007-ai"
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