diff --git a/src/main/java/com/jobdri/jobdri_api/domain/analysis/service/ai/fewshot/FewShotSearchTextBuilder.java b/src/main/java/com/jobdri/jobdri_api/domain/analysis/service/ai/fewshot/FewShotSearchTextBuilder.java
index 27e1bc36..cbf4e98e 100644
--- a/src/main/java/com/jobdri/jobdri_api/domain/analysis/service/ai/fewshot/FewShotSearchTextBuilder.java
+++ b/src/main/java/com/jobdri/jobdri_api/domain/analysis/service/ai/fewshot/FewShotSearchTextBuilder.java
@@ -2,11 +2,31 @@
 
 import org.springframework.stereotype.Component;
 import org.springframework.util.StringUtils;
+import org.springframework.web.util.HtmlUtils;
 
 import java.util.List;
+import java.util.regex.Pattern;
+import java.util.stream.Collectors;
 
 @Component
 public class FewShotSearchTextBuilder {
+    static final int MAX_IDENTIFIER_LENGTH = 100;
+    static final int MAX_SHORT_FIELD_LENGTH = 200;
+    static final int MAX_REQUIREMENTS_LENGTH = 1_200;
+    static final int MAX_QUESTION_LENGTH = 600;
+    static final int MAX_ANSWER_LENGTH = 2_000;
+    static final int MAX_TAGS_LENGTH = 500;
+
+    private static final Pattern SCRIPT_STYLE_PATTERN = Pattern.compile(
+            "(?is)<(script|style)\\b[^>]*>.*?</\\1\\s*>"
+    );
+    private static final Pattern BLOCK_HTML_TAG_PATTERN = Pattern.compile(
+            "(?is)</?(?:br|p|div|li|ul|ol|h[1-6]|tr|td|th|section|article)\\b[^>]*>"
+    );
+    private static final Pattern HTML_COMMENT_PATTERN = Pattern.compile("(?s)<!--.*?-->");
+    private static final Pattern HTML_TAG_PATTERN = Pattern.compile("(?is)</?[a-z][a-z0-9:-]*\\b[^>]*>");
+    private static final Pattern WHITESPACE_PATTERN = Pattern.compile("[\\p{Z}\\s]+");
+
     public String buildQueryText(FewShotSearchQuery query) {
         return """
                 [JOB_CATEGORY]
@@ -27,12 +47,12 @@ public String buildQueryText(FewShotSearchQuery query) {
                 [ANSWER]
                 %s
                 """.formatted(
-                value(query.jobCategory()),
-                value(query.jobTitle()),
-                lines(query.mainTasks()),
-                lines(query.qualifications()),
-                value(query.question()),
-                value(query.answer())
+                value(query.jobCategory(), MAX_SHORT_FIELD_LENGTH),
+                value(query.jobTitle(), MAX_SHORT_FIELD_LENGTH),
+                lines(query.mainTasks(), MAX_REQUIREMENTS_LENGTH),
+                lines(query.qualifications(), MAX_REQUIREMENTS_LENGTH),
+                value(query.question(), MAX_QUESTION_LENGTH),
+                value(query.answer(), MAX_ANSWER_LENGTH)
         );
     }
 
@@ -63,31 +83,63 @@ public String buildCandidateDocument(FewShotCase fewShotCase) {
                 [TAGS]
                 %s
                 """.formatted(
-                value(fewShotCase.id()),
+                value(fewShotCase.id(), MAX_IDENTIFIER_LENGTH),
                 fewShotCase.source(),
-                value(fewShotCase.jobCategory()),
-                value(fewShotCase.jobTitle()),
-                lines(fewShotCase.mainTasks()),
-                lines(fewShotCase.qualifications()),
-                value(fewShotCase.question()),
-                value(fewShotCase.sanitizedAnswer()),
-                String.join(", ", fewShotCase.tags())
+                value(fewShotCase.jobCategory(), MAX_SHORT_FIELD_LENGTH),
+                value(fewShotCase.jobTitle(), MAX_SHORT_FIELD_LENGTH),
+                lines(fewShotCase.mainTasks(), MAX_REQUIREMENTS_LENGTH),
+                lines(fewShotCase.qualifications(), MAX_REQUIREMENTS_LENGTH),
+                value(fewShotCase.question(), MAX_QUESTION_LENGTH),
+                value(fewShotCase.sanitizedAnswer(), MAX_ANSWER_LENGTH),
+                values(fewShotCase.tags(), MAX_TAGS_LENGTH)
         );
     }
 
-    private static String lines(List<String> values) {
+    private static String lines(List<String> values, int maxLength) {
         if (values == null || values.isEmpty()) {
             return "";
         }
-        return values.stream()
+        String joined = values.stream()
+                .filter(StringUtils::hasText)
+                .map(FewShotSearchTextBuilder::normalize)
                 .filter(StringUtils::hasText)
-                .map(String::trim)
                 .map(line -> line.startsWith("-") ? line : "- " + line)
-                .reduce((left, right) -> left + "\n" + right)
-                .orElse("");
+                .collect(Collectors.joining("\n"));
+        return truncate(joined, maxLength);
+    }
+
+    private static String values(List<String> values, int maxLength) {
+        if (values == null || values.isEmpty()) {
+            return "";
+        }
+        String joined = values.stream()
+                .filter(StringUtils::hasText)
+                .map(FewShotSearchTextBuilder::normalize)
+                .filter(StringUtils::hasText)
+                .collect(Collectors.joining(", "));
+        return truncate(joined, maxLength);
+    }
+
+    private static String value(String value, int maxLength) {
+        return truncate(normalize(value), maxLength);
+    }
+
+    private static String normalize(String value) {
+        if (!StringUtils.hasText(value)) {
+            return "";
+        }
+        String decoded = HtmlUtils.htmlUnescape(value);
+        String withoutExecutableContent = SCRIPT_STYLE_PATTERN.matcher(decoded).replaceAll(" ");
+        String withoutComments = HTML_COMMENT_PATTERN.matcher(withoutExecutableContent).replaceAll(" ");
+        String withBlockSeparators = BLOCK_HTML_TAG_PATTERN.matcher(withoutComments).replaceAll(" ");
+        String withoutTags = HTML_TAG_PATTERN.matcher(withBlockSeparators).replaceAll("");
+        return WHITESPACE_PATTERN.matcher(withoutTags).replaceAll(" ").trim();
     }
 
-    private static String value(String value) {
-        return StringUtils.hasText(value) ? value.trim() : "";
+    private static String truncate(String value, int maxLength) {
+        if (value.length() <= maxLength) {
+            return value;
+        }
+        return value.substring(0, maxLength).trim();
     }
 }
diff --git a/src/test/java/com/jobdri/jobdri_api/domain/analysis/service/ai/fewshot/FewShotSearchTextBuilderTest.java b/src/test/java/com/jobdri/jobdri_api/domain/analysis/service/ai/fewshot/FewShotSearchTextBuilderTest.java
index 189683b1..ee03128b 100644
--- a/src/test/java/com/jobdri/jobdri_api/domain/analysis/service/ai/fewshot/FewShotSearchTextBuilderTest.java
+++ b/src/test/java/com/jobdri/jobdri_api/domain/analysis/service/ai/fewshot/FewShotSearchTextBuilderTest.java
@@ -62,4 +62,50 @@ void buildsCandidateDocument() {
                 .contains("Spring Boot 경험")
                 .doesNotContain("embedding");
     }
+
+    @Test
+    @DisplayName("HTML을 제거하고 반복 공백을 정규화한 뒤 검색 텍스트를 구성한다")
+    void normalizesHtmlAndWhitespace() {
+        String text = builder.buildQueryText(new FewShotSearchQuery(
+                "EV-01",
+                "  백엔드   개발 ",
+                "<b>Backend</b>&nbsp;Engineer",
+                List.of("<p>Spring Boot</p>   API 개발"),
+                List.of("Java\n\t개발 경험"),
+                "지원 <strong>직무</strong> 경험",
+                "JPA로   API를 <em>개발</em>했습니다.<script>ignore()</script>"
+        ));
+
+        assertThat(text)
+                .contains("[JOB_CATEGORY]\n백엔드 개발")
+                .contains("[JOB_TITLE]\nBackend Engineer")
+                .contains("[MAIN_TASKS]\n- Spring Boot API 개발")
+                .contains("[QUALIFICATIONS]\n- Java 개발 경험")
+                .contains("[QUESTION]\n지원 직무 경험")
+                .contains("[ANSWER]\nJPA로 API를 개발했습니다.")
+                .doesNotContain("<b>", "<script>", "ignore()", "&nbsp;");
+    }
+
+    @Test
+    @DisplayName("HTML 제거와 공백 정규화 후 답변 섹션 길이를 제한한다")
+    void truncatesAnswerAfterNormalization() {
+        String answer = "<b>가</b>   ".repeat(FewShotSearchTextBuilder.MAX_ANSWER_LENGTH + 100);
+
+        String text = builder.buildQueryText(new FewShotSearchQuery(
+                "EV-01",
+                "백엔드 개발",
+                "Backend Engineer",
+                List.of(),
+                List.of(),
+                "직무 경험",
+                answer
+        ));
+        String answerSection = text.substring(text.indexOf("[ANSWER]\n") + "[ANSWER]\n".length()).trim();
+
+        assertThat(answerSection)
+                .doesNotContain("<b>", "  ");
+        assertThat(answerSection.length())
+                .isPositive()
+                .isLessThanOrEqualTo(FewShotSearchTextBuilder.MAX_ANSWER_LENGTH);
+    }
 }