diff --git a/dat-gateway/src/main/resources/static/admin/scaffold.html b/dat-gateway/src/main/resources/static/admin/scaffold.html
index f6db6651..662463f3 100644
--- a/dat-gateway/src/main/resources/static/admin/scaffold.html
+++ b/dat-gateway/src/main/resources/static/admin/scaffold.html
@@ -788,7 +788,7 @@
                 <button class="nav-link" id="tool-tab" data-bs-toggle="tab" data-bs-target="#tool" type="button" role="tab">Tool Function</button>
             </li>
             <li class="nav-item" role="presentation">
-                <button class="nav-link" id="mci-response-tab" data-bs-toggle="tab" data-bs-target="#mci-response" type="button" role="tab">MCI Response 변환</button>
+                <button class="nav-link" id="mci-response-tab" data-bs-toggle="tab" data-bs-target="#mci-response" type="button" role="tab">MCI Request/Response 변환</button>
             </li>
             <li class="nav-item" role="presentation">
                 <button class="nav-link" id="document-tab" data-bs-toggle="tab" data-bs-target="#document" type="button" role="tab" onclick="loadDocumentGenerator()">Document Generator</button>
@@ -1134,13 +1134,13 @@
                     </form>
                 </div>
 
-                <!-- Glow MCI Response Converter -->
+                <!-- Glow MCI Request/Response Converter -->
                 <div class="tab-pane fade" id="mci-response" role="tabpanel" aria-labelledby="mci-response-tab">
                     <div class="mb-4 p-3 rounded" style="background:#18181b; border:1px solid #3f3f46;">
                         <div class="d-flex justify-content-between align-items-start gap-3 flex-wrap">
                             <div>
-                                <h2 id="mciTransformHeading" style="font-size:1.05rem; color:#f4f4f5; margin:0 0 0.45rem;">Glow MCI 응답을 LLM Response로 변환</h2>
-                                <div id="mciTransformHint" class="input-hint mt-0">XXXX_O.java의 전문 구조와 <code>@GlowTrgmField.description</code>은 원문 그대로 읽고, AI는 축약 필드명을 업무 의미가 드러나는 영문 camelCase로만 제안합니다.</div>
+                                <h2 id="mciTransformHeading" style="font-size:1.05rem; color:#f4f4f5; margin:0 0 0.45rem;">Glow MCI Request/Response를 LLM DTO로 변환</h2>
+                                <div id="mciTransformHint" class="input-hint mt-0">XXXX_I.java 또는 XXXX_O.java의 전문 구조와 <code>@GlowTrgmField.description</code>은 원문 그대로 읽고, AI는 축약 필드명을 업무 의미가 드러나는 영문 camelCase로만 제안합니다.</div>
                             </div>
                             <span class="badge-mono">구조: Parser · 이름: AI · 출력: MapStruct</span>
                         </div>
@@ -1189,11 +1189,11 @@
                     <div id="mciResponseResultArea" style="display:none;">
                         <div class="row g-3 mb-4">
                             <div class="col-md-6">
-                                <label id="mciDtoPackageLabel" class="form-label" for="mciResponsePackage">Response Package</label>
+                                <label id="mciDtoPackageLabel" class="form-label" for="mciResponsePackage">LLM DTO Package</label>
                                 <input id="mciResponsePackage" type="text" class="form-control" value="io.shinhanlife.dat.mcc.biz.pro.dto">
                             </div>
                             <div class="col-md-6">
-                                <label id="mciDtoClassLabel" class="form-label" for="mciResponseClassName">Response Class</label>
+                                <label id="mciDtoClassLabel" class="form-label" for="mciResponseClassName">LLM DTO Class</label>
                                 <input id="mciResponseClassName" type="text" class="form-control" placeholder="IndividualCustomerDetailInquiryResponse">
                                 <div class="input-hint">업무 의미가 드러나는 PascalCase 이름으로 최종 확인하세요.</div>
                             </div>
@@ -1211,7 +1211,7 @@
                             <div class="d-flex justify-content-between align-items-center mb-2 flex-wrap gap-2">
                                 <div>
                                     <label class="form-label mb-0">필드 매핑 검토</label>
-                                    <div class="input-hint mt-1">AI 제안은 직접 수정할 수 있습니다. description은 Glow 원문 그대로 Response의 <code>@Schema</code>에 반영됩니다.</div>
+                                    <div class="input-hint mt-1">AI 제안은 직접 수정할 수 있습니다. description은 Glow 원문 그대로 생성 DTO의 <code>@Schema</code>에 반영됩니다.</div>
                                 </div>
                                 <span id="mciResponseFieldCount" class="badge-mono"></span>
                             </div>
@@ -1234,14 +1234,14 @@
                         </div>
 
                         <div class="d-flex justify-content-end mb-4">
-                            <button id="mciResponseGenerateButton" type="button" class="btn-action" onclick="generateMciResponseSources()">Response / Converter 미리보기 생성</button>
+                            <button id="mciResponseGenerateButton" type="button" class="btn-action" onclick="generateMciResponseSources()">DTO / Converter 미리보기 생성</button>
                         </div>
 
                         <div id="mciResponsePreviewArea" style="display:none;">
                             <div class="row g-3">
                                 <div class="col-lg-6">
                                     <div class="d-flex justify-content-between align-items-center mb-2">
-                                        <label id="mciDtoPreviewLabel" class="form-label mb-0">Response.java</label>
+                                        <label id="mciDtoPreviewLabel" class="form-label mb-0">LLM DTO.java</label>
                                         <div class="d-flex gap-2">
                                             <button type="button" class="btn-secondary-action" onclick="copyMciResponseSource('mciResponsePreview')">복사</button>
                                             <button type="button" class="btn-secondary-action" onclick="downloadMciResponseSource('response')">다운로드</button>
@@ -2863,8 +2863,8 @@ async function generateMciResponseSources() {
 
 function updateMciTransformMode() {
     const labels = mciTransformLabels();
-    document.getElementById('mciTransformHeading').textContent = `Glow MCI ${labels.korean}을 LLM ${labels.dto}로 변환`;
-    document.getElementById('mciTransformHint').innerHTML = `XXXX_${labels.suffix}.java의 전문 구조와 <code>@GlowTrgmField.description</code>은 원문 그대로 읽고, AI는 축약 필드명을 업무 의미가 드러나는 영문 camelCase로만 제안합니다.`;
+    document.getElementById('mciTransformHeading').textContent = 'Glow MCI Request/Response를 LLM DTO로 변환';
+    document.getElementById('mciTransformHint').innerHTML = `선택한 XXXX_${labels.suffix}.java의 전문 구조와 <code>@GlowTrgmField.description</code>은 원문 그대로 읽고, AI는 축약 필드명을 업무 의미가 드러나는 영문 camelCase로만 제안합니다.`;
     document.getElementById('mciSourceFileLabel').textContent = `XXXX_${labels.suffix}.java 파일`;
     document.getElementById('mciSourceInputLabel').textContent = `MCI ${labels.korean} 소스`;
     document.getElementById('mciDtoPackageLabel').textContent = `${labels.dto} Package`;