diff --git a/src/main/java/com/fowoco/server/worker/infrastructure/persistence/JpaWorkerAiContextReader.java b/src/main/java/com/fowoco/server/worker/infrastructure/persistence/JpaWorkerAiContextReader.java
index 179ba029..6df2f5e1 100644
--- a/src/main/java/com/fowoco/server/worker/infrastructure/persistence/JpaWorkerAiContextReader.java
+++ b/src/main/java/com/fowoco/server/worker/infrastructure/persistence/JpaWorkerAiContextReader.java
@@ -70,7 +70,7 @@ and not exists (
         } catch (IllegalArgumentException ignored) {
             return List.of();
         }
-        List<UUID> workerIds = entityManager.createQuery(
+        List<Object[]> candidateRows = entityManager.createQuery(
                         """
                         select worker.workerId, worker.displayName
                         from WorkerJpaEntity worker
@@ -86,12 +86,45 @@ and not exists (
                         Object[].class
                 )
                 .setParameter("companyId", companyId)
-                .getResultList()
+                .getResultList();
+        List<UUID> workerIds = candidateRows
                 .stream()
                 .filter(row -> lookupKey.equals(displayNameNormalizer.normalize((String) row[1])))
                 .limit(2)
                 .map(row -> (UUID) row[0])
                 .toList();
+        if (workerIds.isEmpty() && lookupKey.codePointCount(0, lookupKey.length()) >= 3) {
+            workerIds = candidateRows
+                    .stream()
+                    .filter(row -> displayNameNormalizer.normalize((String) row[1])
+                            .startsWith(lookupKey))
+                    .limit(2)
+                    .map(row -> (UUID) row[0])
+                    .toList();
+        }
+        if (workerIds.isEmpty()) {
+            List<Object[]> sentencePrefixCandidates = candidateRows.stream()
+                    .filter(row -> {
+                        String candidateKey = displayNameNormalizer.normalize((String) row[1]);
+                        return candidateKey.codePointCount(0, candidateKey.length()) >= 3
+                                && lookupKey.startsWith(candidateKey);
+                    })
+                    .toList();
+            int longestCandidateLength = sentencePrefixCandidates.stream()
+                    .map(row -> displayNameNormalizer.normalize((String) row[1]))
+                    .mapToInt(value -> value.codePointCount(0, value.length()))
+                    .max()
+                    .orElse(0);
+            workerIds = sentencePrefixCandidates.stream()
+                    .filter(row -> {
+                        String candidateKey = displayNameNormalizer.normalize((String) row[1]);
+                        return candidateKey.codePointCount(0, candidateKey.length())
+                                == longestCandidateLength;
+                    })
+                    .limit(2)
+                    .map(row -> (UUID) row[0])
+                    .toList();
+        }
         if (workerIds.isEmpty()) {
             return List.of();
         }
diff --git a/src/test/java/com/fowoco/server/airun/AiSlotResolutionIntegrationTest.java b/src/test/java/com/fowoco/server/airun/AiSlotResolutionIntegrationTest.java
index 7a32a167..0c6a9862 100644
--- a/src/test/java/com/fowoco/server/airun/AiSlotResolutionIntegrationTest.java
+++ b/src/test/java/com/fowoco/server/airun/AiSlotResolutionIntegrationTest.java
@@ -148,6 +148,84 @@ void multipleNormalizedCandidatesAreReportedAsAmbiguous() {
                 );
     }
 
+    @Test
+    void resolvesUniqueNormalizedPrefixInsideTheCurrentCompany() {
+        insertCompany(COMPANY_A, "사업장 A");
+        insertWorker(WORKER_A, COMPANY_A, "응웬반A", "2026-09-30");
+
+        AiSlotResolution result = resolutionTransaction.resolve(
+                COMPANY_A,
+                "0.3.1",
+                requirement("응웬반")
+        );
+
+        assertThat(result.worker().workerRef()).isEqualTo(WORKER_A);
+    }
+
+    @Test
+    void resolvesWorkerWhenAgentReturnsSentenceStartingWithTheDisplayName() {
+        insertCompany(COMPANY_A, "사업장 A");
+        insertWorker(WORKER_A, COMPANY_A, "응웬반A", "2026-09-30");
+
+        AiSlotResolution result = resolutionTransaction.resolve(
+                COMPANY_A,
+                "0.3.1",
+                requirement("응웬반A가 3년 만료 예정이야.")
+        );
+
+        assertThat(result.worker().workerRef()).isEqualTo(WORKER_A);
+    }
+
+    @Test
+    void longestDisplayNameWinsWhenAgentReturnsANamePrefixedSentence() {
+        insertCompany(COMPANY_A, "사업장 A");
+        insertWorker(WORKER_A, COMPANY_A, "응웬반", "2026-09-30");
+        insertWorker(WORKER_A_DUPLICATE, COMPANY_A, "응웬반A", "2027-09-30");
+
+        AiSlotResolution result = resolutionTransaction.resolve(
+                COMPANY_A,
+                "0.3.1",
+                requirement("응웬반A가 3년 만료 예정이야.")
+        );
+
+        assertThat(result.worker().workerRef()).isEqualTo(WORKER_A_DUPLICATE);
+    }
+
+    @Test
+    void multipleNormalizedPrefixCandidatesAreReportedAsAmbiguous() {
+        insertCompany(COMPANY_A, "사업장 A");
+        insertWorker(WORKER_A, COMPANY_A, "응웬반A", "2026-09-30");
+        insertWorker(WORKER_A_DUPLICATE, COMPANY_A, "응웬반B", "2027-09-30");
+
+        assertThatThrownBy(() -> resolutionTransaction.resolve(
+                COMPANY_A,
+                "0.3.1",
+                requirement("응웬반")
+        ))
+                .isInstanceOfSatisfying(AiContextResolutionException.class, exception ->
+                        assertThat(exception.failureCode()).isEqualTo(
+                                AiContextResolutionFailureCode.TARGET_AMBIGUOUS
+                        )
+                );
+    }
+
+    @Test
+    void shortPrefixIsNotUsedForWorkerResolution() {
+        insertCompany(COMPANY_A, "사업장 A");
+        insertWorker(WORKER_A, COMPANY_A, "응웬반A", "2026-09-30");
+
+        assertThatThrownBy(() -> resolutionTransaction.resolve(
+                COMPANY_A,
+                "0.3.1",
+                requirement("응")
+        ))
+                .isInstanceOfSatisfying(AiContextResolutionException.class, exception ->
+                        assertThat(exception.failureCode()).isEqualTo(
+                                AiContextResolutionFailureCode.TARGET_NOT_FOUND
+                        )
+                );
+    }
+
     @Test
     void separatorOnlyTargetIsReportedAsNotFound() {
         insertCompany(COMPANY_A, "사업장 A");