diff --git a/.github/workflows/ai_disclosure.yml b/.github/workflows/ai_disclosure.yml
new file mode 100644
index 000000000000..7808f03765cf
--- /dev/null
+++ b/.github/workflows/ai_disclosure.yml
@@ -0,0 +1,54 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+name: AI disclosure enforcement
+
+on:
+  workflow_run:
+    workflows:
+      - PR trigger
+    types:
+      - completed
+
+permissions:
+  contents: write
+  pull-requests: write
+  issues: write
+
+jobs:
+  enforce:
+    if: >-
+      github.event.workflow_run.event == 'pull_request' &&
+      github.event.workflow_run.conclusion == 'success'
+    runs-on: ubuntu-latest
+
+    steps:
+      # Check out trusted code from the default branch, not the PR branch.
+      - name: Checkout repository
+        uses: actions/checkout@v4
+        with:
+          ref: ${{ github.event.repository.default_branch }}
+          persist-credentials: false
+      - name: Check AI disclosure
+        uses: actions/github-script@v7
+        with:
+          script: |
+            const checkDisclosure = require(
+              "./.github/workflows/dev_pr/ai-check.js"
+            );
+
+            await checkDisclosure({github, context, core});
diff --git a/.github/workflows/dev_pr/ai-check.js b/.github/workflows/dev_pr/ai-check.js
new file mode 100644
index 000000000000..c2e4fd3d5ff5
--- /dev/null
+++ b/.github/workflows/dev_pr/ai-check.js
@@ -0,0 +1,212 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License.  You may obtain a copy of the License at
+//
+//   http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing,
+// software distributed under the License is distributed on an
+// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+// KIND, either express or implied.  See the License for the
+// specific language governing permissions and limitations
+// under the License.
+
+const AUTHORSHIP_HEADING = "PR code and description written by:";
+const REVIEW_HEADING = "Reviewed before submission by:";
+
+const INCOMPLETE_COMMENT =
+  "This pull request does not follow the Apache Arrow PR template and is therefore being closed.\n\n" +
+  "If you wish to contribute, please open a new pull request using the [Apache Arrow PR template](https://github.com/apache/arrow/blob/main/.github/pull_request_template.md) " +
+  "and complete all required sections";
+
+const AI_ONLY_COMMENT =
+  "This pull request has been automatically closed because its authorship is AI-only and it has no human review.\n\n" +
+  "Contributions involving AI assistance are welcome. However, we require human involvement in the contribution and its review.";
+
+const NEEDS_HUMAN_REVIEW_COMMENT =
+  "This pull request has been converted to Draft because it has not been reviewed by a human.\n\n" +
+  "Please review your contribution, update the review disclosure section, " +
+  "and mark the pull request as Ready for review.";
+
+function parseSection(lines, start, end, options) {
+  const found = new Set();
+  const selected = [];
+
+  for (const line of lines.slice(start + 1, end)) {
+    const match = line.match(/^\s*-\s+\[([ xX])\]\s*(.*?)\s*$/);
+
+    if (!match) {
+      // Reject malformed checkbox entries.
+      if (/^\s*-\s+\[/.test(line)) return null;
+      continue;
+    }
+
+    const option = match[2];
+
+    // Each expected option must appear exactly once.
+    if (!options.includes(option) || found.has(option)) return null;
+
+    found.add(option);
+    if (match[1].toLowerCase() === "x") selected.push(option);
+  }
+
+  if (
+    found.size !== options.length ||
+    !selected.length ||
+    (selected.includes("Not reviewed") && selected.length > 1)
+  ) {
+    return null;
+  }
+
+  return selected;
+}
+
+function parseDisclosure(body) {
+  const lines = body.split(/\r?\n/);
+  const headings = lines.map(line =>
+    line.trim().replace(/^\*\*(.*?)\*\*$/, "$1")
+  );
+
+  const authorshipStart = headings.indexOf(AUTHORSHIP_HEADING);
+  const reviewStart = headings.indexOf(REVIEW_HEADING);
+
+  // Both headings must exist exactly once and in the correct order.
+  if (
+    authorshipStart === -1 ||
+    reviewStart <= authorshipStart ||
+    headings.lastIndexOf(AUTHORSHIP_HEADING) !== authorshipStart ||
+    headings.lastIndexOf(REVIEW_HEADING) !== reviewStart
+  ) {
+    return "incomplete";
+  }
+
+  // Find where the review section ends.
+  const reviewEnd = lines.findIndex(
+    (line, index) =>
+      index > reviewStart &&
+      (/^#{1,6}\s/.test(line.trim()) || /^\*\*.+\*\*$/.test(line.trim()))
+  );
+
+  const authorship = parseSection(
+    lines, authorshipStart, reviewStart, ["Human", "AI"]
+  );
+
+  const review = parseSection(
+    lines,
+    reviewStart,
+    reviewEnd === -1 ? lines.length : reviewEnd,
+    ["Human", "AI", "Not reviewed"]
+  );
+
+  if (!authorship || !review) return "incomplete";
+  if (review.includes("Human")) return "complete";
+
+  return authorship.length === 1 && authorship[0] === "AI"
+    ? "ai-only"
+    : "needs-human-review";
+}
+
+/**
+ * Adds a comment to the pull request.
+ */
+async function createDisclosureComment(
+  github, context, pullRequestNumber, body
+) {
+  await github.rest.issues.createComment({
+    owner: context.repo.owner,
+    repo: context.repo.repo,
+    issue_number: pullRequestNumber,
+    body
+  });
+}
+
+module.exports = async ({github, context, core}) => {
+  const run = context.payload.workflow_run;
+  const head = run.head_repository;
+
+  if (
+    run.event !== "pull_request" ||
+    !head?.owner?.login ||
+    !head.full_name ||
+    !run.head_branch ||
+    !run.head_sha
+  ) {
+    core.info("Unable to identify an associated pull request.");
+    return;
+  }
+
+  // Find the PR using the contributor's fork and branch.
+  const candidates = await github.paginate(
+    github.rest.pulls.list,
+    {
+      owner: context.repo.owner,
+      repo: context.repo.repo,
+      state: "open",
+      head: `${head.owner.login}:${run.head_branch}`,
+      per_page: 100
+    }
+  );
+
+  for (const candidate of candidates) {
+    const {data: pr} = await github.rest.pulls.get({
+      owner: context.repo.owner,
+      repo: context.repo.repo,
+      pull_number: candidate.number
+    });
+
+    // Ignore outdated runs and bot-authored PRs.
+    if (
+      pr.state !== "open" ||
+      pr.head.sha !== run.head_sha ||
+      pr.head.repo?.full_name.toLowerCase() !== head.full_name.toLowerCase() ||
+      pr.user?.type === "Bot"
+    ) {
+      continue;
+    }
+
+    const status = parseDisclosure(pr.body || "");
+
+    core.info(`Disclosure status for #${pr.number}: ${status}.`);
+
+    // A valid disclosure requires no action.
+    if (status === "complete") continue;
+
+    const comment = {
+    incomplete: INCOMPLETE_COMMENT,
+    "ai-only": AI_ONLY_COMMENT,
+    "needs-human-review": NEEDS_HUMAN_REVIEW_COMMENT
+    }[status];
+
+    await createDisclosureComment(
+    github, context, pr.number, comment
+    );
+
+    // Close missing/incomplete disclosures and AI-only contributions
+    // without human review. Other contributions must receive human review.
+    if (status === "incomplete" || status === "ai-only") {
+      await github.rest.pulls.update({
+        owner: context.repo.owner,
+        repo: context.repo.repo,
+        pull_number: pr.number,
+        state: "closed"
+      });
+    } else if (!pr.draft) {
+      await github.graphql(
+        `mutation($id: ID!) {
+          convertPullRequestToDraft(input: {pullRequestId: $id}) {
+            pullRequest {
+              id
+            }
+          }
+        }`,
+        {id: pr.node_id}
+      );
+    }
+  }
+};
+
+module.exports.parseDisclosure = parseDisclosure;
diff --git a/.github/workflows/pr-trigger.yml b/.github/workflows/pr-trigger.yml
new file mode 100644
index 000000000000..1a1983083253
--- /dev/null
+++ b/.github/workflows/pr-trigger.yml
@@ -0,0 +1,36 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+name: PR trigger
+
+on:
+  pull_request:
+    types:
+      - opened
+      - edited
+      - reopened
+      - synchronize
+      - ready_for_review
+
+permissions: {}
+
+jobs:
+  trigger:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Trigger PR validation
+        run: echo "PR update detected."