diff --git a/src/main/java/kz/konturai/parser/dto/MarketingAnalysisResponseV2.java b/src/main/java/kz/konturai/parser/dto/MarketingAnalysisResponseV2.java
index 8914b2b..292a7fa 100644
--- a/src/main/java/kz/konturai/parser/dto/MarketingAnalysisResponseV2.java
+++ b/src/main/java/kz/konturai/parser/dto/MarketingAnalysisResponseV2.java
@@ -129,7 +129,7 @@ public class MarketingAnalysisResponseV2 {
         private String title;
         private MarketOverviewMetrics metrics;
         private MonthlyOnlineIndex monthlyOnlineIndex;
-        private List<GeographyInterestByCity> geography;
+        private Map<String, Integer> geography;
         private String conclusion;
 
         public MarketOverview() {
@@ -159,11 +159,11 @@ public class MarketingAnalysisResponseV2 {
             this.monthlyOnlineIndex = monthlyOnlineIndex;
         }
 
-        public List<GeographyInterestByCity> getGeography() {
+        public Map<String, Integer> getGeography() {
             return geography;
         }
 
-        public void setGeography(List<GeographyInterestByCity> geography) {
+        public void setGeography(Map<String, Integer> geography) {
             this.geography = geography;
         }
 
@@ -176,36 +176,6 @@ public class MarketingAnalysisResponseV2 {
         }
     }
 
-    @JsonNaming(PropertyNamingStrategies.SnakeCaseStrategy.class)
-    public static class GeographyInterestByCity {
-        private String city;
-        private Integer interestIndex;
-
-        public GeographyInterestByCity() {
-        }
-
-        public GeographyInterestByCity(String city, Integer interestIndex) {
-            this.city = city;
-            this.interestIndex = interestIndex;
-        }
-
-        public String getCity() {
-            return city;
-        }
-
-        public void setCity(String city) {
-            this.city = city;
-        }
-
-        public Integer getInterestIndex() {
-            return interestIndex;
-        }
-
-        public void setInterestIndex(Integer interestIndex) {
-            this.interestIndex = interestIndex;
-        }
-    }
-
     @JsonNaming(PropertyNamingStrategies.SnakeCaseStrategy.class)
     public static class MarketOverviewMetrics {
         private String onlineDemandIndex;
@@ -1177,5 +1147,3 @@ public class MarketingAnalysisResponseV2 {
         }
     }
 }
-
-
diff --git a/src/main/java/kz/konturai/parser/service/MarketingAnalysisService.java b/src/main/java/kz/konturai/parser/service/MarketingAnalysisService.java
index 9492b3f..abfb515 100644
--- a/src/main/java/kz/konturai/parser/service/MarketingAnalysisService.java
+++ b/src/main/java/kz/konturai/parser/service/MarketingAnalysisService.java
@@ -668,7 +668,7 @@ public class MarketingAnalysisService {
                     + "   - проценты/строки формата \"76/100\", \"+27%\", \"1.34x\" => string\n"
                     + "   - monthly_online_index.* => number (double)\n"
                     + "   - funnel_metrics.leads/bookings/payments => integer\n"
-                    + "   - market_overview.geography => array of objects: [{\"city\": string, \"interest_index\": integer}]\n"
+                    + "   - market_overview.geography => object with city names as keys and interest_index as integer values: {\"Алматы\": 20, \"Астана\": 30}\n"
                     + "5) Пиши на русском языке.\n"
                     + "6) НИКОГДА не копируй значения из примера. В примере намеренно стоят плейсхолдеры, "
                     + "которые начинаются с 'EXAMPLE__' и числа -9999/-9999.0 — в твоем ответе их быть НЕ должно.\n\n"
@@ -855,10 +855,10 @@ public class MarketingAnalysisService {
         monthlyOnlineIndex.setApril(-9999.0);
         monthlyOnlineIndex.setMay(-9999.0);
         marketOverview.setMonthlyOnlineIndex(monthlyOnlineIndex);
-        marketOverview.setGeography(List.of(
-                new MarketingAnalysisResponseV2.GeographyInterestByCity("EXAMPLE__CITY_1", -9999),
-                new MarketingAnalysisResponseV2.GeographyInterestByCity("EXAMPLE__CITY_2", -9999),
-                new MarketingAnalysisResponseV2.GeographyInterestByCity("EXAMPLE__CITY_3", -9999)));
+        marketOverview.setGeography(Map.of(
+                "EXAMPLE__CITY_1", -9999,
+                "EXAMPLE__CITY_2", -9999,
+                "EXAMPLE__CITY_3", -9999));
         marketOverview.setConclusion("EXAMPLE__MARKET_OVERVIEW_CONCLUSION");
         sections.setMarketOverview(marketOverview);