target fix

.claude/settings.local.json

@@ -0,0 +1,12 @@
+{
+  "permissions": {
+    "allow": [
+      "Bash(curl -s http://localhost:8080/api/targeting/analysis -X POST -H \"Content-Type: application/json\" -d '{\"topic\":\"test\"}')",
+      "Bash(curl -s -X POST http://localhost:8080/api/targeting/analysis -H 'Content-Type: application/json' -d '{\"topic\":\"\"}')",
+      "Bash(curl -s -X POST http://localhost:8080/api/targeting/analysis -H 'Content-Type: application/json' -d '{\"topic\":\"ab\"}')",
+      "Bash(curl -s -X POST http://localhost:8080/api/targeting/analysis -H 'Content-Type: application/json' -d '{}')",
+      "Bash(curl -s -X POST http://localhost:8080/api/targeting/strategy -H 'Content-Type: application/json' -d '{\"analysis\": null}')",
+      "Bash(curl -s -X POST http://localhost:8080/api/targeting/creative -H 'Content-Type: application/json' -d '{\"captionIdea\": \"\"}')"
+    ]
+  }
+}

src/main/java/kz/konturai/parser/dto/TargetingAIAnalysisResult.java

@@ -1,5 +1,6 @@
 package kz.konturai.parser.dto;
 
+import kz.konturai.parser.dto.targeting.TargetingRecommendationDto;
 import lombok.AllArgsConstructor;
 import lombok.Builder;
 import lombok.Data;
@@ -12,8 +13,20 @@ import java.util.List;
 @NoArgsConstructor
 @AllArgsConstructor
 public class TargetingAIAnalysisResult {
+    private String strategyId;
+    private String analysisId;
+    private String businessNiche;
+    private String productName;
+    private String goal;
+    private String recommendedTargetingType;
+    private String recommendedTargetingTypeLabel;
+    private String recommendedCampaignObjective;
+    private List<String> questionnaireSignals;
     private List<AudienceSegmentDto> audienceSegments;
     private List<AudienceSegmentDto> competitorInsights;
     private BudgetOptimizationDto budgetOptimization;
     private String aiRecommendationsRationale;
+    private List<String> quickWins;
+    private List<String> warnings;
+    private TargetingRecommendationDto targetingRecommendation;
 }

src/main/java/kz/konturai/parser/dto/TargetingCampaignRequest.java

@@ -13,7 +13,6 @@ import java.util.List;
 @NoArgsConstructor
 @AllArgsConstructor
 public class TargetingCampaignRequest {
-    private String analysisId;
     private String strategyId;
     private String campaignName;
     private String objective;

src/main/java/kz/konturai/parser/dto/targeting/AudienceProfileDto.java

@@ -0,0 +1,44 @@
+package kz.konturai.parser.dto.targeting;
+
+import com.fasterxml.jackson.annotation.JsonIgnoreProperties;
+import lombok.AllArgsConstructor;
+import lombok.Builder;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+import java.util.List;
+
+@Data
+@Builder
+@NoArgsConstructor
+@AllArgsConstructor
+@JsonIgnoreProperties(ignoreUnknown = true)
+public class AudienceProfileDto {
+
+    /** Основной сегмент — кто это люди */
+    private String primarySegment;
+
+    /** Дополнительный сегмент */
+    private String secondarySegment;
+
+    /** Возрастной диапазон, например "28-45" */
+    private String ageRange;
+
+    /** Пол, например "Женщины 70%, Мужчины 30%" */
+    private String gender;
+
+    /** Интересы для таргетинга */
+    private List<String> interests;
+
+    /** Поведенческие паттерны для таргетинга */
+    private List<String> behaviors;
+
+    /** Города */
+    private List<String> geography;
+
+    /** Исключения из аудитории */
+    private List<String> exclusions;
+
+    /** Язык аудитории */
+    private String language;
+}

src/main/java/kz/konturai/parser/dto/targeting/PublishedPostDto.java

@@ -0,0 +1,28 @@
+package kz.konturai.parser.dto.targeting;
+
+import lombok.AllArgsConstructor;
+import lombok.Builder;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+import java.util.List;
+
+@Data
+@Builder
+@NoArgsConstructor
+@AllArgsConstructor
+public class PublishedPostDto {
+
+    private int postIndex;
+    private String platform;
+    private String contentType;
+    private String theme;
+    private String postText;
+    private List<String> hashtags;
+    private String imageUrl;
+    private boolean imagePosted;
+    private String facebookPostId;
+
+    /** PUBLISHED | TEXT_ONLY | FAILED */
+    private String facebookStatus;
+}

src/main/java/kz/konturai/parser/dto/targeting/TargetingBudgetDto.java

@@ -0,0 +1,36 @@
+package kz.konturai.parser.dto.targeting;
+
+import com.fasterxml.jackson.annotation.JsonIgnoreProperties;
+import lombok.AllArgsConstructor;
+import lombok.Builder;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+@Data
+@Builder
+@NoArgsConstructor
+@AllArgsConstructor
+@JsonIgnoreProperties(ignoreUnknown = true)
+public class TargetingBudgetDto {
+
+    /** Рекомендуемый дневной бюджет */
+    private String dailyBudget;
+
+    /** Рекомендуемый месячный бюджет */
+    private String monthlyBudget;
+
+    /** Стратегия ставок */
+    private String bidStrategy;
+
+    /** Обоснование бюджета */
+    private String rationale;
+
+    /** Ожидаемая стоимость клика */
+    private String estimatedCpc;
+
+    /** Ожидаемая стоимость лида */
+    private String estimatedCpl;
+
+    /** Ожидаемый охват в день */
+    private String estimatedDailyReach;
+}

src/main/java/kz/konturai/parser/dto/targeting/TargetingLaunchResultDto.java

@@ -5,8 +5,6 @@ import lombok.Builder;
 import lombok.Data;
 import lombok.NoArgsConstructor;
 
-import java.util.List;
-
 @Data
 @Builder
 @NoArgsConstructor
@@ -18,24 +16,15 @@ public class TargetingLaunchResultDto {
     private String analysisId;
     private String scoringModelName;
     private String scoringModelTitle;
+    private String businessNiche;
+    private String goal;
 
-    // ── Первый опубликованный пост ────────────────────────────────────────────
-    private int postIndex;
-    private String platform;
-    private String contentType;   // "фото" / "видео"
-    private String theme;
-    private String postText;
-    private List<String> hashtags;
-    private String imageUrl;
-    private boolean imagePosted;
+    // ── AI-рекомендация таргетинга (главный объект) ───────────────────────────
+    private TargetingRecommendationDto targetingRecommendation;
 
-    // ── Facebook ──────────────────────────────────────────────────────────────
-    private String facebookPostId;
-    private String facebookStatus;  // "PUBLISHED" | "FAILED" | "TEXT_ONLY"
+    // ── Опубликованный первый пост ────────────────────────────────────────────
+    private PublishedPostDto publishedPost;
 
-    // ── Таргетинг (генерируется AI из V3 анализа) ────────────────────────────
-    private TargetingSettingsDto targetingSettings;
-
-    // ── Сводка ───────────────────────────────────────────────────────────────
+    // ── Итоговое сообщение ────────────────────────────────────────────────────
     private String message;
 }

src/main/java/kz/konturai/parser/dto/targeting/TargetingPhaseDto.java

@@ -0,0 +1,46 @@
+package kz.konturai.parser.dto.targeting;
+
+import com.fasterxml.jackson.annotation.JsonIgnoreProperties;
+import lombok.AllArgsConstructor;
+import lombok.Builder;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+import java.util.List;
+
+@Data
+@Builder
+@NoArgsConstructor
+@AllArgsConstructor
+@JsonIgnoreProperties(ignoreUnknown = true)
+public class TargetingPhaseDto {
+
+    private int phase;
+
+    /** Название фазы */
+    private String name;
+
+    /** Продолжительность */
+    private String duration;
+
+    /** Тип таргетинга в этой фазе */
+    private String targetingType;
+
+    /** Цель фазы */
+    private String objective;
+
+    /** Аудитория для этой фазы */
+    private String audience;
+
+    /** Рекламные форматы */
+    private List<String> adFormats;
+
+    /** Бюджет на фазу */
+    private String budget;
+
+    /** KPI */
+    private String kpi;
+
+    /** Тактики */
+    private List<String> tactics;
+}

src/main/java/kz/konturai/parser/dto/targeting/TargetingRecommendationDto.java

@@ -0,0 +1,84 @@
+package kz.konturai.parser.dto.targeting;
+
+import com.fasterxml.jackson.annotation.JsonIgnoreProperties;
+import lombok.AllArgsConstructor;
+import lombok.Builder;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+import java.util.List;
+
+@Data
+@Builder
+@NoArgsConstructor
+@AllArgsConstructor
+@JsonIgnoreProperties(ignoreUnknown = true)
+public class TargetingRecommendationDto {
+
+    // ── Тип таргетинга ────────────────────────────────────────────────────────
+    /**
+     * Рекомендуемый тип: COLD_INTEREST / BEHAVIORAL / LOOKALIKE /
+     *                    RETARGETING / LEAD_GEN / AWARENESS / MIXED
+     */
+    private String recommendedType;
+
+    /** Читаемое название типа */
+    private String recommendedTypeLabel;
+
+    /** Почему AI выбрал именно этот тип — на основе данных опросника */
+    private String typeRationale;
+
+    // ── Цель кампании ─────────────────────────────────────────────────────────
+    /** AWARENESS / TRAFFIC / LEADS / ENGAGEMENT / SALES */
+    private String campaignObjective;
+
+    /** Читаемая цель */
+    private String campaignObjectiveLabel;
+
+    /** Обоснование цели */
+    private String campaignObjectiveRationale;
+
+    // ── Аудитория ─────────────────────────────────────────────────────────────
+    private AudienceProfileDto audienceProfile;
+
+    // ── Платформы и форматы ───────────────────────────────────────────────────
+    private List<String> recommendedPlatforms;
+    private List<String> recommendedAdFormats;
+    private List<String> recommendedPlacements;
+
+    // ── Бюджет ────────────────────────────────────────────────────────────────
+    private TargetingBudgetDto budgetRecommendation;
+
+    // ── Фазы таргетинга ───────────────────────────────────────────────────────
+    private List<TargetingPhaseDto> phases;
+
+    // ── KPI ───────────────────────────────────────────────────────────────────
+    private String estimatedCtr;
+    private String estimatedCpl;
+    private String estimatedReach;
+    private String estimatedFrequency;
+    private String estimatedConversions;
+
+    // ── Ключевые выводы из опросника ──────────────────────────────────────────
+    /** Сигналы из опросника, которые повлияли на рекомендацию */
+    private List<String> questionnaireSinals;
+
+    // ── Конкурентный контекст ─────────────────────────────────────────────────
+    private String competitiveContext;
+    private String ciiLevel;
+    private String differentiationAdvice;
+
+    // ── Быстрые победы и предупреждения ──────────────────────────────────────
+    private List<String> quickWins;
+    private List<String> warnings;
+
+    // ── Контент-стратегия ─────────────────────────────────────────────────────
+    private List<String> contentMix;
+    private String postingFrequency;
+    private List<String> bestPostingTimes;
+
+    // ── CTA и воронка ─────────────────────────────────────────────────────────
+    private String primaryCta;
+    private String funnelStage;
+    private String conversionMechanism;
+}

src/main/java/kz/konturai/parser/service/TargetingCampaignService.java

@@ -4,6 +4,8 @@ import kz.konturai.parser.dto.StatusHistoryEntry;
 import kz.konturai.parser.dto.TargetingAIAnalysisResult;
 import kz.konturai.parser.dto.TargetingCampaignRequest;
 import kz.konturai.parser.dto.TargetingPerformanceDto;
+import kz.konturai.parser.dto.targeting.AudienceProfileDto;
+import kz.konturai.parser.dto.targeting.TargetingRecommendationDto;
 import kz.konturai.parser.exception.TargetingCampaignNotFoundException;
 import kz.konturai.parser.model.*;
 import kz.konturai.parser.repository.MarketingAnalysisV3Repository;
@@ -22,9 +24,13 @@ import org.springframework.stereotype.Service;
 
 import java.time.LocalDateTime;
 import java.util.ArrayList;
+import java.util.Collections;
 import java.util.HashMap;
 import java.util.List;
 import java.util.Map;
+import java.util.Locale;
+import java.util.Objects;
+import java.util.stream.Collectors;
 
 @Service
 @RequiredArgsConstructor
@@ -34,6 +40,7 @@ public class TargetingCampaignService {
     private final TargetingCampaignRepository repository;
     private final MarketingAnalysisV3Repository analysisRepository;
     private final AiTargetologistService aiService;
+    private final AiTargetingSystemService aiTargetingSystemService;
     private final ABTestingService abTestingService;
     private final FacebookAdsService facebookAdsService;
     private final TikTokAdsService tikTokAdsService;
@@ -42,21 +49,30 @@ public class TargetingCampaignService {
     private final MarketingStrategyRepository strategyRepository;
 
     public TargetingCampaign createCampaign(TargetingCampaignRequest req, String userId) {
-        if ((req.getAnalysisId() == null || req.getAnalysisId().isBlank()) && (req.getStrategyId() == null || req.getStrategyId().isBlank())) {
-            throw new IllegalArgumentException("analysisId or strategyId is required");
+        if (req.getStrategyId() == null || req.getStrategyId().isBlank()) {
+            throw new IllegalArgumentException("strategyId is required");
         }
-        
-        if (req.getStrategyId() != null && !req.getStrategyId().isBlank()) {
-            MarketingStrategy strategy = strategyRepository.findById(req.getStrategyId())
-                    .orElseThrow(() -> new IllegalArgumentException("Strategy not found: " + req.getStrategyId()));
-            if (req.getAnalysisId() == null || req.getAnalysisId().isBlank()) {
-                req.setAnalysisId(strategy.getAnalysisId());
-            }
+
+        MarketingStrategy strategy = strategyRepository.findById(req.getStrategyId())
+                .orElseThrow(() -> new IllegalArgumentException("Strategy not found: " + req.getStrategyId()));
+        if (strategy.getAnalysisId() == null || strategy.getAnalysisId().isBlank()) {
+            throw new IllegalArgumentException("Strategy does not contain analysisId: " + req.getStrategyId());
         }
+
+        MarketingAnalysisV3Document analysis = analysisRepository.findById(strategy.getAnalysisId())
+                .orElseThrow(() -> new IllegalArgumentException("Analysis not found: " + strategy.getAnalysisId()));
+
         if (req.getTotalBudgetKzt() == null || req.getTotalBudgetKzt() <= 0) {
             throw new IllegalArgumentException("Valid budget is required");
         }
 
+        TargetingRecommendationDto recommendation =
+                aiTargetingSystemService.generateLinkedRecommendation(strategy, analysis);
+        TargetingAudienceProfile audienceProfile =
+                buildAudienceProfile(recommendation, req.getAudienceOverride());
+        TargetingAIAnalysisResult aiAnalysisResult =
+                buildAiAnalysisResult(strategy, analysis, recommendation);
+
         BudgetConfig budget = BudgetConfig.builder()
                 .totalBudget(req.getTotalBudgetKzt())
                 .dailyBudget(req.getDailyBudgetKzt())
@@ -66,12 +82,14 @@ public class TargetingCampaignService {
 
         TargetingCampaign campaign = TargetingCampaign.builder()
                 .userId(userId)
-                .analysisId(req.getAnalysisId())
+                .analysisId(strategy.getAnalysisId())
                 .strategyId(req.getStrategyId())
-                .name(req.getCampaignName())
-                .objective(CampaignObjective.valueOf(req.getObjective()))
+                .name(resolveCampaignName(req, strategy, recommendation))
+                .objective(resolveObjective(req, recommendation))
                 .status("draft")
                 .budget(budget)
+                .audience(audienceProfile)
+                .aiRecommendations(aiAnalysisResult)
                 .createdAt(LocalDateTime.now())
                 .updatedAt(LocalDateTime.now())
                 .statusHistory(new ArrayList<>())
@@ -80,13 +98,9 @@ public class TargetingCampaignService {
                 .build();
                 
         // Map platforms
-        if (req.getPlatforms() != null) {
-            List<kz.konturai.parser.enums.TargetingPlatform> platforms = new ArrayList<>();
-            req.getPlatforms().forEach(p -> platforms.add(kz.konturai.parser.enums.TargetingPlatform.valueOf(p)));
-            campaign.setPlatforms(platforms);
-        }
+        campaign.setPlatforms(resolvePlatforms(req, recommendation));
 
-        addStatusHistory(campaign, "CREATED", "Campaign draft created, initiating AI pipeline");
+        addStatusHistory(campaign, "CREATED", "Campaign draft created from strategy with AI targeting recommendation");
         TargetingCampaign saved = repository.save(campaign);
 
         // Process Async
@@ -108,12 +122,7 @@ public class TargetingCampaignService {
                 return;
             }
 
-            MarketingStrategy strategy = null;
-            if (req.getStrategyId() != null) {
-                strategy = strategyRepository.findById(req.getStrategyId()).orElse(null);
-            } else {
-                strategy = strategyRepository.findFirstByAnalysisIdOrderByCreatedAtDesc(campaign.getAnalysisId()).orElse(null);
-            }
+            MarketingStrategy strategy = strategyRepository.findById(campaign.getStrategyId()).orElse(null);
             if (strategy == null) {
                 failCampaign(campaign, "Marketing Strategy containing media assets not found.");
                 return;
@@ -346,4 +355,202 @@ public class TargetingCampaignService {
                 .message(message)
                 .build());
     }
+
+    private CampaignObjective resolveObjective(
+            TargetingCampaignRequest req,
+            TargetingRecommendationDto recommendation) {
+        String objective = req.getObjective();
+        if (objective == null || objective.isBlank()) {
+            objective = recommendation != null ? recommendation.getCampaignObjective() : null;
+        }
+        if (objective == null || objective.isBlank()) {
+            return CampaignObjective.LEADS;
+        }
+        try {
+            return CampaignObjective.valueOf(objective.trim().toUpperCase(Locale.ROOT));
+        } catch (IllegalArgumentException ex) {
+            log.warn("Unknown campaign objective '{}', fallback to LEADS", objective);
+            return CampaignObjective.LEADS;
+        }
+    }
+
+    private String resolveCampaignName(
+            TargetingCampaignRequest req,
+            MarketingStrategy strategy,
+            TargetingRecommendationDto recommendation) {
+        if (req.getCampaignName() != null && !req.getCampaignName().isBlank()) {
+            return req.getCampaignName().trim();
+        }
+
+        List<String> nameParts = new ArrayList<>();
+        nameParts.add("Targeting");
+        if (strategy.getScoringModelTitle() != null && !strategy.getScoringModelTitle().isBlank()) {
+            nameParts.add(strategy.getScoringModelTitle().trim());
+        }
+        if (recommendation != null
+                && recommendation.getRecommendedTypeLabel() != null
+                && !recommendation.getRecommendedTypeLabel().isBlank()) {
+            nameParts.add(recommendation.getRecommendedTypeLabel().trim());
+        }
+        return String.join(" | ", nameParts);
+    }
+
+    private List<kz.konturai.parser.enums.TargetingPlatform> resolvePlatforms(
+            TargetingCampaignRequest req,
+            TargetingRecommendationDto recommendation) {
+        List<String> rawPlatforms = req.getPlatforms();
+        if (rawPlatforms == null || rawPlatforms.isEmpty()) {
+            rawPlatforms = recommendation != null ? recommendation.getRecommendedPlatforms() : Collections.emptyList();
+        }
+        if (rawPlatforms == null || rawPlatforms.isEmpty()) {
+            return List.of(
+                    kz.konturai.parser.enums.TargetingPlatform.INSTAGRAM,
+                    kz.konturai.parser.enums.TargetingPlatform.FACEBOOK
+            );
+        }
+
+        return rawPlatforms.stream()
+                .map(this::mapPlatform)
+                .filter(Objects::nonNull)
+                .distinct()
+                .collect(Collectors.toList());
+    }
+
+    private kz.konturai.parser.enums.TargetingPlatform mapPlatform(String platform) {
+        if (platform == null || platform.isBlank()) {
+            return null;
+        }
+        String normalized = platform.trim().toUpperCase(Locale.ROOT);
+        if ("META".equals(normalized)) {
+            return kz.konturai.parser.enums.TargetingPlatform.FACEBOOK;
+        }
+        try {
+            return kz.konturai.parser.enums.TargetingPlatform.valueOf(normalized);
+        } catch (IllegalArgumentException ex) {
+            log.warn("Unknown targeting platform '{}', skipping", platform);
+            return null;
+        }
+    }
+
+    private TargetingAIAnalysisResult buildAiAnalysisResult(
+            MarketingStrategy strategy,
+            MarketingAnalysisV3Document analysis,
+            TargetingRecommendationDto recommendation) {
+        return TargetingAIAnalysisResult.builder()
+                .strategyId(strategy.getId())
+                .analysisId(strategy.getAnalysisId())
+                .businessNiche(analysis.getRequestData() != null ? analysis.getRequestData().getBusinessNiche() : null)
+                .productName(analysis.getRequestData() != null ? analysis.getRequestData().getProductName() : null)
+                .goal(analysis.getRequestData() != null ? analysis.getRequestData().getGoal() : null)
+                .recommendedTargetingType(recommendation != null ? recommendation.getRecommendedType() : null)
+                .recommendedTargetingTypeLabel(recommendation != null ? recommendation.getRecommendedTypeLabel() : null)
+                .recommendedCampaignObjective(recommendation != null ? recommendation.getCampaignObjective() : null)
+                .questionnaireSignals(recommendation != null ? recommendation.getQuestionnaireSinals() : List.of())
+                .aiRecommendationsRationale(recommendation != null ? recommendation.getTypeRationale() : null)
+                .quickWins(recommendation != null ? recommendation.getQuickWins() : List.of())
+                .warnings(recommendation != null ? recommendation.getWarnings() : List.of())
+                .targetingRecommendation(recommendation)
+                .build();
+    }
+
+    private TargetingAudienceProfile buildAudienceProfile(
+            TargetingRecommendationDto recommendation,
+            kz.konturai.parser.dto.AudienceOverrideDto overrideDto) {
+        AudienceProfileDto aiAudience = recommendation != null ? recommendation.getAudienceProfile() : null;
+
+        int[] ageRange = parseAgeRange(aiAudience != null ? aiAudience.getAgeRange() : null);
+        int ageMin = overrideDto != null && overrideDto.getAgeMin() > 0 ? overrideDto.getAgeMin() : ageRange[0];
+        int ageMax = overrideDto != null && overrideDto.getAgeMax() > 0 ? overrideDto.getAgeMax() : ageRange[1];
+
+        List<String> interests = new ArrayList<>();
+        if (aiAudience != null && aiAudience.getInterests() != null) {
+            interests.addAll(aiAudience.getInterests());
+        }
+        if (overrideDto != null && overrideDto.getAdditionalInterests() != null) {
+            interests.addAll(overrideDto.getAdditionalInterests());
+        }
+
+        List<String> cities = new ArrayList<>();
+        if (overrideDto != null && overrideDto.getCities() != null && !overrideDto.getCities().isEmpty()) {
+            cities.addAll(overrideDto.getCities());
+        } else if (aiAudience != null && aiAudience.getGeography() != null) {
+            cities.addAll(aiAudience.getGeography());
+        }
+
+        List<String> genders = overrideDto != null && overrideDto.getGenders() != null && !overrideDto.getGenders().isEmpty()
+                ? overrideDto.getGenders()
+                : inferGenders(aiAudience != null ? aiAudience.getGender() : null);
+
+        List<LocationTarget> locations = cities.stream()
+                .filter(Objects::nonNull)
+                .map(String::trim)
+                .filter(city -> !city.isBlank())
+                .distinct()
+                .map(city -> LocationTarget.builder()
+                        .cityName(city)
+                        .country("KZ")
+                        .radius(25.0)
+                        .build())
+                .collect(Collectors.toList());
+
+        return TargetingAudienceProfile.builder()
+                .ageMin(ageMin)
+                .ageMax(ageMax)
+                .genders(genders)
+                .locations(locations)
+                .interests(interests.stream().filter(Objects::nonNull).map(String::trim).filter(s -> !s.isBlank()).distinct().collect(Collectors.toList()))
+                .behaviors(aiAudience != null && aiAudience.getBehaviors() != null ? aiAudience.getBehaviors() : List.of())
+                .languages(splitLanguages(aiAudience != null ? aiAudience.getLanguage() : null))
+                .excludedAudiences(aiAudience != null && aiAudience.getExclusions() != null ? aiAudience.getExclusions() : List.of())
+                .deviceTypes(List.of("mobile", "desktop"))
+                .connectionType("ALL")
+                .audienceScore(85)
+                .build();
+    }
+
+    private int[] parseAgeRange(String rawAgeRange) {
+        if (rawAgeRange == null || rawAgeRange.isBlank()) {
+            return new int[]{25, 45};
+        }
+        String[] parts = rawAgeRange.replaceAll("[^0-9-]", "").split("-");
+        if (parts.length == 2) {
+            try {
+                return new int[]{Integer.parseInt(parts[0]), Integer.parseInt(parts[1])};
+            } catch (NumberFormatException ignored) {
+                return new int[]{25, 45};
+            }
+        }
+        return new int[]{25, 45};
+    }
+
+    private List<String> inferGenders(String genderText) {
+        if (genderText == null || genderText.isBlank()) {
+            return List.of("ALL");
+        }
+        String normalized = genderText.toLowerCase(Locale.ROOT);
+        boolean hasWomen = normalized.contains("жен");
+        boolean hasMen = normalized.contains("муж");
+        if (hasWomen && hasMen) {
+            return List.of("FEMALE", "MALE");
+        }
+        if (hasWomen) {
+            return List.of("FEMALE");
+        }
+        if (hasMen) {
+            return List.of("MALE");
+        }
+        return List.of("ALL");
+    }
+
+    private List<String> splitLanguages(String languagesText) {
+        if (languagesText == null || languagesText.isBlank()) {
+            return List.of("Русский");
+        }
+        return List.of(languagesText.split(","))
+                .stream()
+                .map(String::trim)
+                .filter(s -> !s.isBlank())
+                .distinct()
+                .collect(Collectors.toList());
+    }
 }