diff --git a/sdk/contentunderstanding/azure-ai-contentunderstanding/CHANGELOG.md b/sdk/contentunderstanding/azure-ai-contentunderstanding/CHANGELOG.md
index dd6a421cec16..afcf782c8bc3 100644
--- a/sdk/contentunderstanding/azure-ai-contentunderstanding/CHANGELOG.md
+++ b/sdk/contentunderstanding/azure-ai-contentunderstanding/CHANGELOG.md
@@ -8,8 +8,12 @@
 
 ### Bugs Fixed
 
+- Filtered service-emitted `LLMStats:` telemetry entries from the rendered `rai_warnings` front matter in `LlmInputHelper.toLlmInput`.
+
 ### Other Changes
 
+- Updated `LlmInputHelper.toLlmInput` page markers from `<!-- page N -->` to `<!-- InputPageNumber: N -->` and avoided duplicate marker injection when the service markdown already includes `InputPageNumber` markers.
+
 ## 1.1.0-beta.1 (2026-05-01)
 
 ### Features Added
diff --git a/sdk/contentunderstanding/azure-ai-contentunderstanding/README.md b/sdk/contentunderstanding/azure-ai-contentunderstanding/README.md
index 8e7161193383..d8133648140e 100644
--- a/sdk/contentunderstanding/azure-ai-contentunderstanding/README.md
+++ b/sdk/contentunderstanding/azure-ai-contentunderstanding/README.md
@@ -165,7 +165,7 @@ If you encounter errors:
 <dependency>
     <groupId>com.azure</groupId>
     <artifactId>azure-ai-contentunderstanding</artifactId>
-    <version>1.0.0</version>
+    <version>1.1.0-beta.2</version>
 </dependency>
 ```
 [//]: # ({x-version-update-end})
@@ -439,7 +439,7 @@ fields:
     figure illustrating monthly values, and describes the AI Document
     Intelligence service...
 ---
-<!-- page 1 -->
+<!-- InputPageNumber: 1 -->
 # ==This is title==
 ## 1. Text
 [Latin](https://en.wikipedia.org/wiki/Latin) refers to an ancient Italic language...
@@ -451,6 +451,45 @@ fields:
 ...
 ```
 
+> **About `<!-- InputPageNumber: N -->`**
+>
+> The helper emits `<!-- InputPageNumber: N -->` markers at page boundaries in
+> the markdown body. `N` is the **original 1-based page number from the source
+> document** (i.e., the page index in the analyzed PDF), not a counter that
+> restarts at 1 for each call. Downstream consumers (RAG indexers, page-citation
+> prompts) can rely on the marker value to cite the correct source page even
+> when only a subset of pages was analyzed.
+>
+> **Why this matters when a page range is specified**
+>
+> Use `ContentRange` on the analyze input to analyze only a subset of pages in
+> a multi-page document. The markers in the rendered output preserve the
+> original page identity:
+>
+> ```java
+> // Analyze pages 2-3 and page 5 of a 10-page PDF.
+> SyncPoller<ContentAnalyzerAnalyzeOperationStatus, AnalysisResult> poller
+>     = contentUnderstandingClient.beginAnalyze("prebuilt-documentSearch",
+>         Arrays.asList(new AnalysisInput()
+>             .setUrl(multiPageUrl)
+>             .setContentRange(new ContentRange("2-3,5"))));
+>
+> AnalysisResult result = poller.getFinalResult();
+> String text = LlmInputHelper.toLlmInput(result);
+> // Output contains markers for the *original* page numbers, not 1, 2, 3:
+> //   pages: 2-3, 5
+> //   ...
+> //   <!-- InputPageNumber: 2 -->
+> //   ...page 2 content...
+> //   <!-- InputPageNumber: 3 -->
+> //   ...page 3 content...
+> //   <!-- InputPageNumber: 5 -->
+> //   ...page 5 content...
+> ```
+>
+> An LLM or RAG indexer can therefore cite "see page 5" with the correct page
+> number, even though page 5 is the *third* segment in the response.
+
 See the [advanced sample][java_cu_sample_to_llm_input] for output options (fields-only,
 markdown-only, custom metadata), multi-page content ranges, and multi-segment video.
 
diff --git a/sdk/contentunderstanding/azure-ai-contentunderstanding/src/main/java/com/azure/ai/contentunderstanding/LlmInputHelper.java b/sdk/contentunderstanding/azure-ai-contentunderstanding/src/main/java/com/azure/ai/contentunderstanding/LlmInputHelper.java
index dba03f138d08..e8ec76fde8bd 100644
--- a/sdk/contentunderstanding/azure-ai-contentunderstanding/src/main/java/com/azure/ai/contentunderstanding/LlmInputHelper.java
+++ b/sdk/contentunderstanding/azure-ai-contentunderstanding/src/main/java/com/azure/ai/contentunderstanding/LlmInputHelper.java
@@ -58,6 +58,20 @@ public final class LlmInputHelper {
 
     private static final Pattern PAGE_BREAK_PATTERN = Pattern.compile("\\n*<!-- PageBreak -->\\n*");
 
+    // Marker emitted by toLlmInput at each page boundary. Future Content Understanding
+    // service versions emit this same marker directly in the returned markdown (per
+    // ContentUnderstanding-Docs#249). When the helper sees any occurrence of this
+    // prefix in the input markdown it treats the service as having already paginated
+    // the content and skips its own injection to avoid duplicate markers.
+    private static final String INPUT_PAGE_MARKER_PREFIX = "<!-- InputPageNumber:";
+
+    // Message prefixes the Content Understanding service has been observed to emit
+    // into the warnings collection that are *not* real Responsible-AI warnings (they
+    // are internal telemetry counters). The helper drops any warning whose message
+    // starts with one of these prefixes before rendering the rai_warnings: block, so
+    // the noise never reaches the LLM.
+    private static final String[] TELEMETRY_MESSAGE_PREFIXES = { "LLMStats:" };
+
     // YAML quoting patterns
     private static final Pattern YAML_SPECIAL_START = Pattern.compile("^[-?:,\\[\\]{}#&*!|>'\"%@`]");
     private static final Pattern YAML_SPECIAL_INSIDE = Pattern.compile("[:#] |[\\n\\r]");
@@ -84,8 +98,18 @@ private LlmInputHelper() {
      * and any caller-supplied metadata entries.
      *
      * <p>The markdown body contains the extracted text with page-break markers
-     * ({@code <!-- page N -->}) inserted at page boundaries so downstream consumers
-     * can locate content by page number.
+     * ({@code <!-- InputPageNumber: N -->}) inserted at page boundaries so downstream
+     * consumers can locate content by page number. {@code N} is the <strong>original
+     * 1-based page number from the source document</strong> (i.e., the page index in
+     * the analyzed PDF), not a counter that restarts at 1 for each call. This matters
+     * when the analyze request specifies a {@link com.azure.ai.contentunderstanding.models.ContentRange}
+     * (e.g., {@code "2-3,5"}): the markers in the output will read
+     * {@code InputPageNumber: 2}, {@code 3}, {@code 5} &mdash; not {@code 1},
+     * {@code 2}, {@code 3}. Downstream consumers (RAG indexers, page-citation prompts)
+     * can rely on the marker value to cite the correct source page even when only a
+     * subset of pages was analyzed. If the service markdown already contains
+     * {@code <!-- InputPageNumber:} markers, the helper passes them through unchanged
+     * to avoid duplicates.
      *
      * @param result the {@link AnalysisResult} from a Content Understanding analyze operation.
      * @return a formatted string with YAML front matter followed by markdown content.
@@ -498,6 +522,9 @@ private static String renderContentBlock(RenderableContent content, AnalysisResu
     // -----------------------------------------------------------------------
 
     private static String addPageMarkers(RenderableContent content, String markdown) {
+        if (hasInputPageMarker(markdown)) {
+            return markdown;
+        }
         if (content.pages != null && !content.pages.isEmpty()) {
             String result = pageMarkersFromSpans(markdown, content.pages);
             // Identity check: if spans were found, result differs from input
@@ -508,6 +535,10 @@ private static String addPageMarkers(RenderableContent content, String markdown)
         return pageMarkersFromBreaks(markdown, content);
     }
 
+    private static boolean hasInputPageMarker(String markdown) {
+        return markdown != null && markdown.contains(INPUT_PAGE_MARKER_PREFIX);
+    }
+
     private static String pageMarkersFromSpans(String markdown, List<DocumentPage> pages) {
         List<int[]> markers = new ArrayList<>(); // [offset, pageNumber]
         for (DocumentPage page : pages) {
@@ -539,7 +570,7 @@ private static String pageMarkersFromSpans(String markdown, List<DocumentPage> p
             if (adj > prev) {
                 sb.append(cleaned, prev, adj);
             }
-            sb.append("<!-- page ").append(marker[1]).append(" -->\n\n");
+            sb.append(INPUT_PAGE_MARKER_PREFIX).append(' ').append(marker[1]).append(" -->\n\n");
             prev = adj;
         }
         if (prev < cleaned.length()) {
@@ -565,7 +596,7 @@ private static String pageMarkersFromBreaks(String markdown, RenderableContent c
         for (int i = 0; i < chunks.length; i++) {
             String text = chunks[i].trim();
             if (!text.isEmpty()) {
-                parts.add("<!-- page " + (startPage + i) + " -->\n\n" + text);
+                parts.add(INPUT_PAGE_MARKER_PREFIX + " " + (startPage + i) + " -->\n\n" + text);
             }
         }
         return String.join("\n\n", parts);
@@ -646,12 +677,20 @@ private static List<Map<String, String>> formatWarnings(List<ResponseError> warn
             if (w == null) {
                 continue;
             }
+            String message = w.getMessage();
+            // Skip internal service telemetry strings (e.g. "LLMStats: ...") that
+            // occasionally leak into the warnings collection. These are not
+            // Responsible-AI warnings and would otherwise be rendered into the
+            // LLM-facing rai_warnings: block.
+            if (message != null && isTelemetryMessage(message)) {
+                continue;
+            }
             Map<String, String> entry = new LinkedHashMap<>();
             if (w.getCode() != null && !w.getCode().isEmpty()) {
                 entry.put("code", w.getCode());
             }
-            if (w.getMessage() != null && !w.getMessage().isEmpty()) {
-                entry.put("message", w.getMessage());
+            if (message != null && !message.isEmpty()) {
+                entry.put("message", message);
             }
             if (!entry.isEmpty()) {
                 items.add(entry);
@@ -660,6 +699,20 @@ private static List<Map<String, String>> formatWarnings(List<ResponseError> warn
         return items;
     }
 
+    private static boolean isTelemetryMessage(String message) {
+        // Strip leading whitespace (case-sensitive prefix match).
+        int i = 0;
+        while (i < message.length() && (message.charAt(i) == ' ' || message.charAt(i) == '\t')) {
+            i++;
+        }
+        for (String prefix : TELEMETRY_MESSAGE_PREFIXES) {
+            if (message.regionMatches(false, i, prefix, 0, prefix.length())) {
+                return true;
+            }
+        }
+        return false;
+    }
+
     // -----------------------------------------------------------------------
     // Minimal YAML serializer (no external dependency)
     // -----------------------------------------------------------------------
diff --git a/sdk/contentunderstanding/azure-ai-contentunderstanding/src/samples/java/com/azure/ai/contentunderstanding/samples/Sample_Advanced_ToLlmInput.java b/sdk/contentunderstanding/azure-ai-contentunderstanding/src/samples/java/com/azure/ai/contentunderstanding/samples/Sample_Advanced_ToLlmInput.java
index e9b1863702cf..3553924b9929 100644
--- a/sdk/contentunderstanding/azure-ai-contentunderstanding/src/samples/java/com/azure/ai/contentunderstanding/samples/Sample_Advanced_ToLlmInput.java
+++ b/sdk/contentunderstanding/azure-ai-contentunderstanding/src/samples/java/com/azure/ai/contentunderstanding/samples/Sample_Advanced_ToLlmInput.java
@@ -136,7 +136,7 @@ public static void main(String[] args) {
         // Analyze specific pages using ContentRange.
         // Page markers in the output will use the original document page numbers,
         // so even though we only requested pages 2-3 and 5, the markers will say
-        // <!-- page 2 -->, <!-- page 3 -->, <!-- page 5 --> (not 1, 2, 3).
+        // <!-- InputPageNumber: 2 -->, <!-- InputPageNumber: 3 -->, <!-- InputPageNumber: 5 --> (not 1, 2, 3).
         System.out.println("Analyzing pages 2-3 and 5 of a multi-page PDF...");
         System.out.println("  URL: " + multiPageUrl);
         System.out.println("  contentRange: '2-3,5'\n");
diff --git a/sdk/contentunderstanding/azure-ai-contentunderstanding/src/test/java/com/azure/ai/contentunderstanding/tests/LlmInputHelperTest.java b/sdk/contentunderstanding/azure-ai-contentunderstanding/src/test/java/com/azure/ai/contentunderstanding/tests/LlmInputHelperTest.java
index b5bc8676ca39..41077746d49a 100644
--- a/sdk/contentunderstanding/azure-ai-contentunderstanding/src/test/java/com/azure/ai/contentunderstanding/tests/LlmInputHelperTest.java
+++ b/sdk/contentunderstanding/azure-ai-contentunderstanding/src/test/java/com/azure/ai/contentunderstanding/tests/LlmInputHelperTest.java
@@ -82,7 +82,7 @@ public void toLlmInputSingleDocumentDefaultOptions() {
         assertTrue(output.contains("Amount: 165"));
         assertTrue(output.contains("CurrencyCode: USD"));
         assertTrue(output.contains("Hello world"));
-        assertTrue(output.contains("<!-- page 1 -->"));
+        assertTrue(output.contains("<!-- InputPageNumber: 1 -->"));
     }
 
     @Test
@@ -183,10 +183,110 @@ public void toLlmInputWithWarnings() {
         assertTrue(output.contains("message: 'latency: 2s'"));
     }
 
+    @Test
+    public void llmStatsWarningFilteredFromRaiWarnings() {
+        String json = "{" + "\"analyzerId\":\"a\",\"apiVersion\":\"v\","
+            + "\"createdAt\":\"2026-01-01T00:00:00Z\",\"stringEncoding\":\"utf16\"," + "\"warnings\":["
+            + "{\"code\":\"Telemetry\",\"message\":\"LLMStats: completion calls: 2; embedding calls: 1\"},"
+            + "{\"code\":\"ContentWarning\",\"message\":\"Potentially sensitive content.\"}" + "],"
+            + "\"contents\":[{\"kind\":\"document\",\"mimeType\":\"application/pdf\","
+            + "\"startPageNumber\":1,\"endPageNumber\":1,\"markdown\":\"text\"}]" + "}";
+        AnalysisResult result = parseResult(json);
+        String output = LlmInputHelper.toLlmInput(result);
+
+        assertTrue(output.contains("rai_warnings:"));
+        assertFalse(output.contains("LLMStats:"));
+        assertTrue(output.contains("Potentially sensitive content."));
+    }
+
+    @Test
+    public void llmStatsWarningOnlyOmitsRaiWarningsBlock() {
+        String json = "{" + "\"analyzerId\":\"a\",\"apiVersion\":\"v\","
+            + "\"createdAt\":\"2026-01-01T00:00:00Z\",\"stringEncoding\":\"utf16\","
+            + "\"warnings\":[{\"code\":\"Telemetry\",\"message\":\"LLMStats: completion latency: 7.71s\"}],"
+            + "\"contents\":[{\"kind\":\"document\",\"mimeType\":\"application/pdf\","
+            + "\"startPageNumber\":1,\"endPageNumber\":1,\"markdown\":\"text\"}]" + "}";
+        AnalysisResult result = parseResult(json);
+        String output = LlmInputHelper.toLlmInput(result);
+
+        assertFalse(output.contains("rai_warnings:"));
+        assertFalse(output.contains("LLMStats:"));
+    }
+
+    @Test
+    public void llmStatsFilterIsCaseSensitive() {
+        String json = "{" + "\"analyzerId\":\"a\",\"apiVersion\":\"v\","
+            + "\"createdAt\":\"2026-01-01T00:00:00Z\",\"stringEncoding\":\"utf16\","
+            + "\"warnings\":[{\"code\":\"ContentWarning\",\"message\":\"llmstats: keep as a real warning\"}],"
+            + "\"contents\":[{\"kind\":\"document\",\"mimeType\":\"application/pdf\","
+            + "\"startPageNumber\":1,\"endPageNumber\":1,\"markdown\":\"text\"}]" + "}";
+        AnalysisResult result = parseResult(json);
+        String output = LlmInputHelper.toLlmInput(result);
+
+        assertTrue(output.contains("rai_warnings:"));
+        assertTrue(output.contains("llmstats: keep as a real warning"));
+    }
+
+    @Test
+    public void llmStatsTextInMarkdownBodyIsPreserved() {
+        String json = "{" + "\"analyzerId\":\"a\",\"apiVersion\":\"v\","
+            + "\"createdAt\":\"2026-01-01T00:00:00Z\",\"stringEncoding\":\"utf16\","
+            + "\"warnings\":[{\"code\":\"Telemetry\",\"message\":\"LLMStats: remove this warning text\"}],"
+            + "\"contents\":[{\"kind\":\"document\",\"mimeType\":\"application/pdf\","
+            + "\"startPageNumber\":1,\"endPageNumber\":1,"
+            + "\"markdown\":\"A log excerpt:\\n- LLMStats: keep this body text\"}]" + "}";
+        AnalysisResult result = parseResult(json);
+        String output = LlmInputHelper.toLlmInput(result);
+
+        assertFalse(output.contains("rai_warnings:"));
+        assertTrue(output.contains("LLMStats: keep this body text"));
+        assertFalse(output.contains("LLMStats: remove this warning text"));
+    }
+
+    @Test
+    public void llmStatsWarningFilteredWithLeadingWhitespace() {
+        String json = "{" + "\"analyzerId\":\"a\",\"apiVersion\":\"v\","
+            + "\"createdAt\":\"2026-01-01T00:00:00Z\",\"stringEncoding\":\"utf16\","
+            + "\"warnings\":[{\"code\":\"Telemetry\",\"message\":\"  LLMStats: completion calls: 2\"}],"
+            + "\"contents\":[{\"kind\":\"document\",\"mimeType\":\"application/pdf\","
+            + "\"startPageNumber\":1,\"endPageNumber\":1,\"markdown\":\"text\"}]" + "}";
+        AnalysisResult result = parseResult(json);
+        String output = LlmInputHelper.toLlmInput(result);
+
+        assertFalse(output.contains("rai_warnings:"));
+        assertFalse(output.contains("LLMStats:"));
+    }
+
     // -----------------------------------------------------------------------
     // Page markers
     // -----------------------------------------------------------------------
 
+    @Test
+    public void pageMarkersNotDuplicatedWhenServiceProvidesMarkers() {
+        String json = "{" + "\"analyzerId\":\"a\",\"apiVersion\":\"v\","
+            + "\"createdAt\":\"2026-01-01T00:00:00Z\",\"stringEncoding\":\"utf16\"," + "\"contents\":[{"
+            + "  \"kind\":\"document\",\"mimeType\":\"application/pdf\","
+            + "  \"startPageNumber\":1,\"endPageNumber\":2,"
+            + "  \"markdown\":\"<!-- InputPageNumber: 1 -->\\n\\nFirst page text.\\n\\n<!-- InputPageNumber: 2 -->\\n\\nSecond page text.\","
+            + "  \"pages\":[" + "    {\"pageNumber\":1,\"spans\":[{\"offset\":0,\"length\":47}]},"
+            + "    {\"pageNumber\":2,\"spans\":[{\"offset\":49,\"length\":48}]}" + "  ]" + "}]" + "}";
+        AnalysisResult result = parseResult(json);
+        String output = LlmInputHelper.toLlmInput(result);
+
+        assertEquals(1, countOccurrences(output, "<!-- InputPageNumber: 1 -->"));
+        assertEquals(1, countOccurrences(output, "<!-- InputPageNumber: 2 -->"));
+    }
+
+    private static int countOccurrences(String text, String needle) {
+        int count = 0;
+        int idx = 0;
+        while ((idx = text.indexOf(needle, idx)) != -1) {
+            count++;
+            idx += needle.length();
+        }
+        return count;
+    }
+
     @Test
     public void toLlmInputMultiPageWithSpans() {
         String json = "{" + "\"analyzerId\":\"a\",\"apiVersion\":\"v\","
@@ -201,9 +301,9 @@ public void toLlmInputMultiPageWithSpans() {
         String output = LlmInputHelper.toLlmInput(result);
 
         assertTrue(output.contains("pages: 2-4"));
-        assertTrue(output.contains("<!-- page 2 -->"));
-        assertTrue(output.contains("<!-- page 3 -->"));
-        assertTrue(output.contains("<!-- page 4 -->"));
+        assertTrue(output.contains("<!-- InputPageNumber: 2 -->"));
+        assertTrue(output.contains("<!-- InputPageNumber: 3 -->"));
+        assertTrue(output.contains("<!-- InputPageNumber: 4 -->"));
     }
 
     @Test
@@ -216,9 +316,9 @@ public void toLlmInputMultiPageWithPageBreaks() {
         AnalysisResult result = parseResult(json);
         String output = LlmInputHelper.toLlmInput(result);
 
-        assertTrue(output.contains("<!-- page 3 -->"));
-        assertTrue(output.contains("<!-- page 4 -->"));
-        assertTrue(output.contains("<!-- page 5 -->"));
+        assertTrue(output.contains("<!-- InputPageNumber: 3 -->"));
+        assertTrue(output.contains("<!-- InputPageNumber: 4 -->"));
+        assertTrue(output.contains("<!-- InputPageNumber: 5 -->"));
         assertFalse(output.contains("<!-- PageBreak -->"));
     }
 
diff --git a/sdk/contentunderstanding/azure-ai-contentunderstanding/src/test/java/com/azure/ai/contentunderstanding/tests/samples/Sample_Advanced_ToLlmInputAsyncTest.java b/sdk/contentunderstanding/azure-ai-contentunderstanding/src/test/java/com/azure/ai/contentunderstanding/tests/samples/Sample_Advanced_ToLlmInputAsyncTest.java
index deadd92bb25d..e07eb261fa5a 100644
--- a/sdk/contentunderstanding/azure-ai-contentunderstanding/src/test/java/com/azure/ai/contentunderstanding/tests/samples/Sample_Advanced_ToLlmInputAsyncTest.java
+++ b/sdk/contentunderstanding/azure-ai-contentunderstanding/src/test/java/com/azure/ai/contentunderstanding/tests/samples/Sample_Advanced_ToLlmInputAsyncTest.java
@@ -131,15 +131,16 @@ public void testToLlmInputMultiPageContentRangeAsync() {
             "'pages' value should be '2-3, 5' (original page numbers preserved)");
 
         // Page markers in the markdown body should use the original page numbers
-        assertFalse(text.contains("<!-- page 1 -->"),
-            "Page marker '<!-- page 1 -->' should not appear — we only requested pages 2-3, 5");
-        assertTrue(text.contains("<!-- page 2 -->"),
-            "Page marker '<!-- page 2 -->' should appear in the markdown body");
-        assertTrue(text.contains("<!-- page 3 -->"),
-            "Page marker '<!-- page 3 -->' should appear in the markdown body");
-        assertTrue(text.contains("<!-- page 5 -->"),
-            "Page marker '<!-- page 5 -->' should appear in the markdown body");
-        System.out.println("[PASS] Page markers verified: <!-- page 2 -->, <!-- page 3 -->, <!-- page 5 -->");
+        assertFalse(text.contains("<!-- InputPageNumber: 1 -->"),
+            "Page marker '<!-- InputPageNumber: 1 -->' should not appear — we only requested pages 2-3, 5");
+        assertTrue(text.contains("<!-- InputPageNumber: 2 -->"),
+            "Page marker '<!-- InputPageNumber: 2 -->' should appear in the markdown body");
+        assertTrue(text.contains("<!-- InputPageNumber: 3 -->"),
+            "Page marker '<!-- InputPageNumber: 3 -->' should appear in the markdown body");
+        assertTrue(text.contains("<!-- InputPageNumber: 5 -->"),
+            "Page marker '<!-- InputPageNumber: 5 -->' should appear in the markdown body");
+        System.out.println(
+            "[PASS] Page markers verified: <!-- InputPageNumber: 2 -->, <!-- InputPageNumber: 3 -->, <!-- InputPageNumber: 5 -->");
 
         System.out
             .println("[PASS] toLlmInput output validated (" + text.length() + " chars, pages='2-3, 5' preserved)");
diff --git a/sdk/contentunderstanding/azure-ai-contentunderstanding/src/test/java/com/azure/ai/contentunderstanding/tests/samples/Sample_Advanced_ToLlmInputTest.java b/sdk/contentunderstanding/azure-ai-contentunderstanding/src/test/java/com/azure/ai/contentunderstanding/tests/samples/Sample_Advanced_ToLlmInputTest.java
index 974a51708725..e03bbced9438 100644
--- a/sdk/contentunderstanding/azure-ai-contentunderstanding/src/test/java/com/azure/ai/contentunderstanding/tests/samples/Sample_Advanced_ToLlmInputTest.java
+++ b/sdk/contentunderstanding/azure-ai-contentunderstanding/src/test/java/com/azure/ai/contentunderstanding/tests/samples/Sample_Advanced_ToLlmInputTest.java
@@ -137,16 +137,18 @@ public void testToLlmInputMultiPageContentRange() {
             "'pages' value should be '2-3, 5' (original page numbers preserved)");
 
         // Page markers in the markdown body should use the original page numbers
-        // (<!-- page 2 -->, <!-- page 3 -->, <!-- page 5 -->), not renumbered (1, 2, 3).
-        assertFalse(text.contains("<!-- page 1 -->"),
-            "Page marker '<!-- page 1 -->' should not appear — we only requested pages 2-3, 5");
-        assertTrue(text.contains("<!-- page 2 -->"),
-            "Page marker '<!-- page 2 -->' should appear in the markdown body");
-        assertTrue(text.contains("<!-- page 3 -->"),
-            "Page marker '<!-- page 3 -->' should appear in the markdown body");
-        assertTrue(text.contains("<!-- page 5 -->"),
-            "Page marker '<!-- page 5 -->' should appear in the markdown body");
-        System.out.println("[PASS] Page markers verified: <!-- page 2 -->, <!-- page 3 -->, <!-- page 5 -->");
+        // (<!-- InputPageNumber: 2 -->, <!-- InputPageNumber: 3 -->, <!-- InputPageNumber: 5 -->),
+        // not renumbered (1, 2, 3).
+        assertFalse(text.contains("<!-- InputPageNumber: 1 -->"),
+            "Page marker '<!-- InputPageNumber: 1 -->' should not appear — we only requested pages 2-3, 5");
+        assertTrue(text.contains("<!-- InputPageNumber: 2 -->"),
+            "Page marker '<!-- InputPageNumber: 2 -->' should appear in the markdown body");
+        assertTrue(text.contains("<!-- InputPageNumber: 3 -->"),
+            "Page marker '<!-- InputPageNumber: 3 -->' should appear in the markdown body");
+        assertTrue(text.contains("<!-- InputPageNumber: 5 -->"),
+            "Page marker '<!-- InputPageNumber: 5 -->' should appear in the markdown body");
+        System.out.println(
+            "[PASS] Page markers verified: <!-- InputPageNumber: 2 -->, <!-- InputPageNumber: 3 -->, <!-- InputPageNumber: 5 -->");
 
         System.out
             .println("[PASS] toLlmInput output validated (" + text.length() + " chars, pages='2-3, 5' preserved)");