Phase 20AS – Relationship Intelligence Review and Import

Docs/StoryIntelligence_Phase20AS_RelationshipImport.md

@@ -0,0 +1,51 @@
+# Phase 20AS - Relationship Intelligence Review and Import
+
+Phase 20AS adds Relationship Review as the next implemented Story Intelligence review stage after Assets.
+
+## Implemented Behaviour
+
+- Relationship candidates are built only from stored Scene Intelligence JSON.
+- No manuscript reread occurs.
+- No OpenAI calls are made.
+- No Story Intelligence prompts are changed.
+- Duplicate relationship detections are merged by resolved character pair, ignoring direction.
+- Candidates are only actionable when both character names resolve to existing PlotDirector characters or aliases.
+- Existing PlotDirector relationships are suggested when the same character pair already has a relationship.
+- Authors can choose:
+  - Create new relationship
+  - Link existing relationship
+  - Merge with another reviewed relationship
+  - Ignore
+
+## Imported Data
+
+Approved relationship decisions can create or link:
+
+- `CharacterRelationships`
+- `RelationshipEvents`
+
+Relationship events are created only from stored relationship signals or observations already present in the scene intelligence result. The importer does not invent relationship changes.
+
+Imported relationship records and events are available to existing PlotDirector relationship surfaces, including character pages, relationship pages and relationship map views.
+
+## Pipeline Position
+
+The current implemented pipeline is now:
+
+1. Review Scenes
+2. Create Scenes
+3. Review Characters
+4. Create Characters
+5. Review Locations
+6. Create Locations
+7. Review Assets
+8. Create Assets
+9. Review Relationships
+10. Create Relationships
+11. Complete
+
+Future Story Intelligence stages remain:
+
+- Knowledge
+- Continuity
+- Timeline Events

PlotLine/Controllers/OnboardingController.cs

@@ -75,6 +75,7 @@ public sealed class OnboardingController(IOnboardingService onboarding, IOnboard
         return target.Route switch
         {
             StoryIntelligenceResumeRoutes.Complete => RedirectToAction(nameof(StoryIntelligenceComplete), new { batchId = target.BatchID }),
+            StoryIntelligenceResumeRoutes.Relationships => RedirectToAction(nameof(StoryIntelligenceRelationships), new { batchId = target.BatchID }),
             StoryIntelligenceResumeRoutes.Assets => RedirectToAction(nameof(StoryIntelligenceAssets), new { batchId = target.BatchID }),
             StoryIntelligenceResumeRoutes.Locations => RedirectToAction(nameof(StoryIntelligenceLocations), new { batchId = target.BatchID }),
             StoryIntelligenceResumeRoutes.Characters => RedirectToAction(nameof(StoryIntelligenceCharacters), new { batchId = target.BatchID }),
@@ -211,6 +212,40 @@ public sealed class OnboardingController(IOnboardingService onboarding, IOnboard
             : View(model);
     }
 
+    [HttpGet("story-intelligence/relationships")]
+    public async Task<IActionResult> StoryIntelligenceRelationships(Guid batchId)
+    {
+        var model = await storyIntelligence.GetProgressAsync(batchId);
+        if (model is null)
+        {
+            return NotFound();
+        }
+
+        if (model.HasActiveRuns)
+        {
+            return RedirectToAction(nameof(StoryIntelligenceProgress), new { batchId });
+        }
+
+        if (!model.AllCommitted)
+        {
+            return RedirectToAction(nameof(StoryIntelligenceReview), new { batchId });
+        }
+
+        if (!model.PipelineDashboard.CharacterStageComplete)
+        {
+            return RedirectToAction(nameof(StoryIntelligenceCharacters), new { batchId });
+        }
+
+        if (!model.PipelineDashboard.LocationStageComplete)
+        {
+            return RedirectToAction(nameof(StoryIntelligenceLocations), new { batchId });
+        }
+
+        return !model.PipelineDashboard.AssetStageComplete
+            ? RedirectToAction(nameof(StoryIntelligenceAssets), new { batchId })
+            : View(model);
+    }
+
     [HttpPost("story-intelligence/cancel")]
     [ValidateAntiForgeryToken]
     public async Task<IActionResult> CancelStoryIntelligence(Guid batchId)
@@ -330,6 +365,29 @@ public sealed class OnboardingController(IOnboardingService onboarding, IOnboard
         return model is null ? NotFound() : View(model);
     }
 
+    [HttpPost("story-intelligence/relationships")]
+    [ValidateAntiForgeryToken]
+    public async Task<IActionResult> ImportStoryIntelligenceRelationships(StoryIntelligenceRelationshipImportForm form)
+    {
+        var (progress, result) = await storyIntelligence.ImportRelationshipsAsync(form.BatchID, form);
+        if (progress is null)
+        {
+            return NotFound();
+        }
+
+        TempData[result.Success ? "OnboardingStoryIntelligenceMessage" : "OnboardingStoryIntelligenceError"] = result.Message;
+        return result.Success
+            ? RedirectToAction(nameof(StoryIntelligenceRelationshipComplete), new { batchId = form.BatchID })
+            : RedirectToAction(nameof(StoryIntelligenceRelationships), new { batchId = form.BatchID });
+    }
+
+    [HttpGet("story-intelligence/relationships/complete")]
+    public async Task<IActionResult> StoryIntelligenceRelationshipComplete(Guid batchId)
+    {
+        var model = await storyIntelligence.GetRelationshipImportResultAsync(batchId);
+        return model is null ? NotFound() : View(model);
+    }
+
     [HttpGet("story-intelligence/complete")]
     public async Task<IActionResult> StoryIntelligenceComplete(Guid batchId)
     {
@@ -354,6 +412,11 @@ public sealed class OnboardingController(IOnboardingService onboarding, IOnboard
             return RedirectToAction(nameof(StoryIntelligenceAssets), new { batchId });
         }
 
+        if (!progress.PipelineDashboard.RelationshipStageComplete)
+        {
+            return RedirectToAction(nameof(StoryIntelligenceRelationships), new { batchId });
+        }
+
         var model = await storyIntelligence.GetCompletionAsync(batchId);
         return model is null ? NotFound() : View(model);
     }

PlotLine/Models/StoryIntelligencePersistenceModels.cs

@@ -32,6 +32,8 @@ public static class StoryIntelligencePipelineStages
     public const string LocationImport = "LocationImport";
     public const string AssetReview = "AssetReview";
     public const string AssetImport = "AssetImport";
+    public const string RelationshipReview = "RelationshipReview";
+    public const string RelationshipImport = "RelationshipImport";
     public const string Complete = "Complete";
 }
 
@@ -62,7 +64,7 @@ public sealed class StoryIntelligenceBookPipelineState
 
     public bool IsComplete
         => string.Equals(Status, StoryIntelligencePipelineStatuses.Complete, StringComparison.OrdinalIgnoreCase)
-            && string.Equals(LastCompletedStage, StoryIntelligencePipelineStages.AssetImport, StringComparison.OrdinalIgnoreCase);
+            && string.Equals(LastCompletedStage, StoryIntelligencePipelineStages.RelationshipImport, StringComparison.OrdinalIgnoreCase);
 }
 
 public sealed class StoryIntelligenceBookPipelineSaveRequest

PlotLine/Program.cs

@@ -210,6 +210,7 @@ public class Program
         builder.Services.AddScoped<IStoryIntelligenceCharacterImportService, StoryIntelligenceCharacterImportService>();
         builder.Services.AddScoped<IStoryIntelligenceLocationImportService, StoryIntelligenceLocationImportService>();
         builder.Services.AddScoped<IStoryIntelligenceAssetImportService, StoryIntelligenceAssetImportService>();
+        builder.Services.AddScoped<IStoryIntelligenceRelationshipImportService, StoryIntelligenceRelationshipImportService>();
         builder.Services.AddScoped<IStoryIntelligencePipelineStateService, StoryIntelligencePipelineStateService>();
         builder.Services.AddScoped<IStoryIntelligenceProgressNotifier, StoryIntelligenceProgressNotifier>();
         builder.Services.AddScoped<ISceneImportResolver, SceneImportResolver>();

PlotLine/Services/OnboardingStoryIntelligenceService.cs

@@ -20,6 +20,8 @@ public interface IOnboardingStoryIntelligenceService
     Task<StoryIntelligenceLocationImportResultViewModel?> GetLocationImportResultAsync(Guid batchId);
     Task<(StoryIntelligenceProgressViewModel? Progress, StoryIntelligenceImportCommitResult Result)> ImportAssetsAsync(Guid batchId, StoryIntelligenceAssetImportForm form);
     Task<StoryIntelligenceAssetImportResultViewModel?> GetAssetImportResultAsync(Guid batchId);
+    Task<(StoryIntelligenceProgressViewModel? Progress, StoryIntelligenceImportCommitResult Result)> ImportRelationshipsAsync(Guid batchId, StoryIntelligenceRelationshipImportForm form);
+    Task<StoryIntelligenceRelationshipImportResultViewModel?> GetRelationshipImportResultAsync(Guid batchId);
     Task<StoryIntelligenceCompletionViewModel?> GetCompletionAsync(Guid batchId);
     Task<OnboardingStoryIntelligenceResumeTarget?> ResumeBookAsync(int bookId);
 }
@@ -33,6 +35,7 @@ public sealed class OnboardingStoryIntelligenceService(
     IStoryIntelligenceCharacterImportService characterImport,
     IStoryIntelligenceLocationImportService locationImport,
     IStoryIntelligenceAssetImportService assetImport,
+    IStoryIntelligenceRelationshipImportService relationshipImport,
     IStoryIntelligencePipelineStateService pipelineState,
     IStoryIntelligenceClient client,
     IOnboardingStoryIntelligenceBatchStore batchStore,
@@ -267,6 +270,7 @@ public sealed class OnboardingStoryIntelligenceService(
         var characterReview = await characterImport.BuildReviewAsync(batch);
         var locationReview = await locationImport.BuildReviewAsync(batch);
         var assetReview = await assetImport.BuildReviewAsync(batch);
+        var relationshipReview = await relationshipImport.BuildReviewAsync(batch);
         return new StoryIntelligenceProgressViewModel
         {
             BatchID = batch.BatchID,
@@ -279,6 +283,7 @@ public sealed class OnboardingStoryIntelligenceService(
             CharacterReview = characterReview,
             LocationReview = locationReview,
             AssetReview = assetReview,
+            RelationshipReview = relationshipReview,
             PipelineDashboard = new StoryIntelligencePipelineDashboardViewModel
             {
                 ChaptersAnalysed = chapters.Count(chapter => chapter.IsRunComplete),
@@ -291,7 +296,10 @@ public sealed class OnboardingStoryIntelligenceService(
                 LocationStageComplete = batch.LocationStageComplete || locationReview.IsComplete,
                 AssetsIdentified = assetReview.Candidates.Count + batch.AssetDecisions.Count,
                 AssetsCreatedOrLinked = batch.AssetDecisions.Count(decision => decision.CreatedOrLinked),
-                AssetStageComplete = batch.AssetStageComplete || assetReview.IsComplete
+                AssetStageComplete = batch.AssetStageComplete || assetReview.IsComplete,
+                RelationshipsIdentified = relationshipReview.Candidates.Count + batch.RelationshipDecisions.Count,
+                RelationshipsCreatedOrLinked = batch.RelationshipDecisions.Count(decision => decision.CreatedOrLinked),
+                RelationshipStageComplete = batch.RelationshipStageComplete || relationshipReview.IsComplete
             }
         };
     }
@@ -460,6 +468,39 @@ public sealed class OnboardingStoryIntelligenceService(
         };
     }
 
+    public async Task<(StoryIntelligenceProgressViewModel? Progress, StoryIntelligenceImportCommitResult Result)> ImportRelationshipsAsync(Guid batchId, StoryIntelligenceRelationshipImportForm form)
+    {
+        var batch = await batchStore.GetAsync(RequireUserId(), batchId);
+        if (batch is null)
+        {
+            return (null, new StoryIntelligenceImportCommitResult { Success = false, Message = "This Story Intelligence batch could not be found." });
+        }
+
+        var result = await relationshipImport.ImportAsync(batch, form);
+        return (await GetProgressAsync(batchId), result);
+    }
+
+    public async Task<StoryIntelligenceRelationshipImportResultViewModel?> GetRelationshipImportResultAsync(Guid batchId)
+    {
+        var batch = await batchStore.GetAsync(RequireUserId(), batchId);
+        if (batch is null)
+        {
+            return null;
+        }
+
+        return new StoryIntelligenceRelationshipImportResultViewModel
+        {
+            BatchID = batch.BatchID,
+            ProjectID = batch.ProjectID,
+            BookID = batch.BookID,
+            RelationshipsCreated = batch.LastRelationshipImportResult?.RelationshipsCreated ?? 0,
+            RelationshipsLinked = batch.LastRelationshipImportResult?.RelationshipsLinked ?? 0,
+            RelationshipsMerged = batch.LastRelationshipImportResult?.RelationshipsMerged ?? 0,
+            RelationshipsIgnored = batch.LastRelationshipImportResult?.RelationshipsIgnored ?? 0,
+            RelationshipEventsCreated = batch.LastRelationshipImportResult?.RelationshipEventsCreated ?? 0
+        };
+    }
+
     public async Task<StoryIntelligenceCompletionViewModel?> GetCompletionAsync(Guid batchId)
     {
         var progress = await GetProgressAsync(batchId);
@@ -483,7 +524,9 @@ public sealed class OnboardingStoryIntelligenceService(
             LocationsCreatedOrLinked = progress.PipelineDashboard.LocationsCreatedOrLinked,
             LocationStageComplete = progress.PipelineDashboard.LocationStageComplete,
             AssetsCreatedOrLinked = progress.PipelineDashboard.AssetsCreatedOrLinked,
-            AssetStageComplete = progress.PipelineDashboard.AssetStageComplete
+            AssetStageComplete = progress.PipelineDashboard.AssetStageComplete,
+            RelationshipsCreatedOrLinked = progress.PipelineDashboard.RelationshipsCreatedOrLinked,
+            RelationshipStageComplete = progress.PipelineDashboard.RelationshipStageComplete
         };
     }
 
@@ -530,27 +573,40 @@ public sealed class OnboardingStoryIntelligenceService(
                 or StoryIntelligencePipelineStages.LocationImport
                 or StoryIntelligencePipelineStages.AssetReview
                 or StoryIntelligencePipelineStages.AssetImport
+                or StoryIntelligencePipelineStages.RelationshipReview
+                or StoryIntelligencePipelineStages.RelationshipImport
                 or StoryIntelligencePipelineStages.Complete;
         var locationStageComplete = HasCompletedStage(state, StoryIntelligencePipelineStages.LocationImport)
             || state.CurrentStage is StoryIntelligencePipelineStages.AssetReview
                 or StoryIntelligencePipelineStages.AssetImport
+                or StoryIntelligencePipelineStages.RelationshipReview
+                or StoryIntelligencePipelineStages.RelationshipImport
                 or StoryIntelligencePipelineStages.Complete;
-        var assetStageComplete = HasCompletedStage(state, StoryIntelligencePipelineStages.AssetImport);
+        var assetStageComplete = HasCompletedStage(state, StoryIntelligencePipelineStages.AssetImport)
+            || state.CurrentStage is StoryIntelligencePipelineStages.RelationshipReview
+                or StoryIntelligencePipelineStages.RelationshipImport
+                or StoryIntelligencePipelineStages.Complete;
+        var relationshipStageComplete = HasCompletedStage(state, StoryIntelligencePipelineStages.RelationshipImport);
 
         batch.CharacterStageComplete = characterStageComplete;
         batch.LocationStageComplete = locationStageComplete;
         batch.AssetStageComplete = assetStageComplete;
+        batch.RelationshipStageComplete = relationshipStageComplete;
 
         await batchStore.SaveAsync(batch);
 
-        var route = assetStageComplete
+        var route = relationshipStageComplete
             ? StoryIntelligenceResumeRoutes.Complete
-            : locationStageComplete
+            : assetStageComplete
+                ? StoryIntelligenceResumeRoutes.Relationships
+                : locationStageComplete
                 ? StoryIntelligenceResumeRoutes.Assets
                 : characterStageComplete
                     ? StoryIntelligenceResumeRoutes.Locations
                     : state.CurrentStage switch
         {
+                StoryIntelligencePipelineStages.RelationshipReview => StoryIntelligenceResumeRoutes.Relationships,
+                StoryIntelligencePipelineStages.RelationshipImport => StoryIntelligenceResumeRoutes.Relationships,
                 StoryIntelligencePipelineStages.CharacterReview => StoryIntelligenceResumeRoutes.Characters,
                 StoryIntelligencePipelineStages.CharacterImport => StoryIntelligenceResumeRoutes.Characters,
                 StoryIntelligencePipelineStages.SceneReview => StoryIntelligenceResumeRoutes.SceneReview,
@@ -794,12 +850,15 @@ public sealed class OnboardingStoryIntelligenceBatch
     public List<OnboardingStoryIntelligenceCharacterDecision> CharacterDecisions { get; } = [];
     public List<OnboardingStoryIntelligenceLocationDecision> LocationDecisions { get; } = [];
     public List<OnboardingStoryIntelligenceAssetDecision> AssetDecisions { get; } = [];
+    public List<OnboardingStoryIntelligenceRelationshipDecision> RelationshipDecisions { get; } = [];
     public StoryIntelligenceCharacterImportBatchResult? LastCharacterImportResult { get; set; }
     public StoryIntelligenceLocationImportBatchResult? LastLocationImportResult { get; set; }
     public StoryIntelligenceAssetImportBatchResult? LastAssetImportResult { get; set; }
+    public StoryIntelligenceRelationshipImportBatchResult? LastRelationshipImportResult { get; set; }
     public bool CharacterStageComplete { get; set; }
     public bool LocationStageComplete { get; set; }
     public bool AssetStageComplete { get; set; }
+    public bool RelationshipStageComplete { get; set; }
 }
 
 public sealed class OnboardingStoryIntelligenceBatchItem
@@ -838,6 +897,15 @@ public sealed class OnboardingStoryIntelligenceAssetDecision
     public bool CreatedOrLinked { get; init; }
 }
 
+public sealed class OnboardingStoryIntelligenceRelationshipDecision
+{
+    public string Key { get; init; } = string.Empty;
+    public string Action { get; init; } = string.Empty;
+    public int? CharacterRelationshipID { get; init; }
+    public string? RelationshipLabel { get; init; }
+    public bool CreatedOrLinked { get; init; }
+}
+
 public sealed class StoryIntelligenceCharacterImportBatchResult
 {
     public int CharactersCreated { get; init; }
@@ -867,12 +935,22 @@ public sealed class StoryIntelligenceAssetImportBatchResult
     public int OwnershipLinksCreated { get; init; }
 }
 
+public sealed class StoryIntelligenceRelationshipImportBatchResult
+{
+    public int RelationshipsCreated { get; init; }
+    public int RelationshipsLinked { get; init; }
+    public int RelationshipsMerged { get; init; }
+    public int RelationshipsIgnored { get; init; }
+    public int RelationshipEventsCreated { get; init; }
+}
+
 public static class StoryIntelligenceResumeRoutes
 {
     public const string SceneReview = "SceneReview";
     public const string Characters = "Characters";
     public const string Locations = "Locations";
     public const string Assets = "Assets";
+    public const string Relationships = "Relationships";
     public const string Complete = "Complete";
 }
 

PlotLine/Services/StoryIntelligencePipelineStateService.cs

@@ -12,6 +12,7 @@ public interface IStoryIntelligencePipelineStateService
     Task RecordCharacterImportAsync(int projectId, int bookId);
     Task RecordLocationImportAsync(int projectId, int bookId);
     Task RecordAssetImportAsync(int projectId, int bookId);
+    Task RecordRelationshipImportAsync(int projectId, int bookId);
     Task<IReadOnlyList<StoryIntelligenceCommittedRunSummary>> ListCommittedRunsByBookAsync(int bookId, int userId);
 }
 
@@ -112,8 +113,23 @@ public sealed class StoryIntelligencePipelineStateService(
         {
             ProjectID = projectId,
             BookID = bookId,
-            CurrentStage = StoryIntelligencePipelineStages.Complete,
+            CurrentStage = StoryIntelligencePipelineStages.RelationshipReview,
             LastCompletedStage = StoryIntelligencePipelineStages.AssetImport,
+            CurrentReviewStage = StoryIntelligencePipelineStages.RelationshipReview,
+            Status = StoryIntelligencePipelineStatuses.NeedsReview,
+            CompletedUtc = null,
+            LastRunID = null
+        });
+    }
+
+    public async Task RecordRelationshipImportAsync(int projectId, int bookId)
+    {
+        await pipelines.UpsertAsync(new StoryIntelligenceBookPipelineSaveRequest
+        {
+            ProjectID = projectId,
+            BookID = bookId,
+            CurrentStage = StoryIntelligencePipelineStages.Complete,
+            LastCompletedStage = StoryIntelligencePipelineStages.RelationshipImport,
             CurrentReviewStage = null,
             Status = StoryIntelligencePipelineStatuses.Complete,
             CompletedUtc = DateTime.UtcNow,

PlotLine/Services/StoryIntelligenceRelationshipImportService.cs

@@ -0,0 +1,670 @@
+using System.Text.Json;
+using System.Text.RegularExpressions;
+using PlotLine.Data;
+using PlotLine.Models;
+using PlotLine.ViewModels;
+
+namespace PlotLine.Services;
+
+public interface IStoryIntelligenceRelationshipImportService
+{
+    Task<StoryIntelligenceRelationshipReviewViewModel> BuildReviewAsync(OnboardingStoryIntelligenceBatch batch);
+    Task<StoryIntelligenceImportCommitResult> ImportAsync(OnboardingStoryIntelligenceBatch batch, StoryIntelligenceRelationshipImportForm form);
+}
+
+public sealed class StoryIntelligenceRelationshipImportService(
+    IStoryIntelligenceResultRepository runs,
+    ICharacterRepository characters,
+    ISceneRepository scenes,
+    IStoryIntelligencePipelineStateService pipelineState,
+    ILogger<StoryIntelligenceRelationshipImportService> logger) : IStoryIntelligenceRelationshipImportService
+{
+    private static readonly JsonSerializerOptions JsonOptions = new()
+    {
+        PropertyNamingPolicy = JsonNamingPolicy.CamelCase,
+        PropertyNameCaseInsensitive = true
+    };
+
+    public async Task<StoryIntelligenceRelationshipReviewViewModel> BuildReviewAsync(OnboardingStoryIntelligenceBatch batch)
+    {
+        var data = await BuildCandidateDataAsync(batch);
+        var decidedKeys = batch.RelationshipDecisions.Select(decision => decision.Key).ToHashSet(StringComparer.OrdinalIgnoreCase);
+        var visibleCandidates = data.Candidates.Where(candidate => !decidedKeys.Contains(candidate.Key)).ToList();
+        return new StoryIntelligenceRelationshipReviewViewModel
+        {
+            HasCommittedScenes = data.HasCommittedScenes,
+            CanImport = visibleCandidates.Count > 0,
+            AlreadyLinkedCount = data.AlreadyLinkedCount,
+            IsComplete = data.HasCommittedScenes && visibleCandidates.Count == 0,
+            Candidates = visibleCandidates.Select(candidate => new StoryIntelligenceRelationshipReviewCandidateViewModel
+            {
+                Key = candidate.Key,
+                CharacterAName = candidate.CharacterAName,
+                CharacterBName = candidate.CharacterBName,
+                RelationshipType = candidate.RelationshipType,
+                AppearsInScenes = candidate.Appearances.Select(appearance => appearance.SceneID).Distinct().Count(),
+                Confidence = ConfidenceBand(candidate.Confidence),
+                FirstAppearance = candidate.FirstAppearanceNote,
+                LastAppearance = candidate.LastAppearanceNote,
+                ExampleScene = candidate.ExampleScene,
+                ExampleContext = candidate.ExampleContext,
+                ExistingRelationshipID = candidate.ExistingRelationshipID,
+                ExistingRelationshipLabel = candidate.ExistingRelationshipLabel
+            }).ToList()
+        };
+    }
+
+    public async Task<StoryIntelligenceImportCommitResult> ImportAsync(OnboardingStoryIntelligenceBatch batch, StoryIntelligenceRelationshipImportForm form)
+    {
+        var data = await BuildCandidateDataAsync(batch);
+        if (!data.HasCommittedScenes)
+        {
+            return new StoryIntelligenceImportCommitResult { Success = false, Message = "Create scenes before importing relationships." };
+        }
+
+        var choices = form.Relationships
+            .Where(choice => !string.IsNullOrWhiteSpace(choice.Key))
+            .ToDictionary(choice => choice.Key, choice => choice, StringComparer.OrdinalIgnoreCase);
+        if (choices.Count == 0)
+        {
+            if (data.Candidates.Count == 0)
+            {
+                batch.RelationshipStageComplete = true;
+                batch.LastRelationshipImportResult = new StoryIntelligenceRelationshipImportBatchResult();
+                await pipelineState.RecordRelationshipImportAsync(batch.ProjectID, batch.BookID);
+                return new StoryIntelligenceImportCommitResult
+                {
+                    Success = true,
+                    Message = "Relationship review completed. No relationship decisions were waiting."
+                };
+            }
+
+            return new StoryIntelligenceImportCommitResult { Success = false, Message = "Choose at least one relationship to create, link or ignore." };
+        }
+
+        var lookupData = await characters.GetLookupsAsync(batch.ProjectID);
+        var created = 0;
+        var linkedExisting = 0;
+        var merged = 0;
+        var ignored = 0;
+        var eventsCreated = 0;
+        var resolvedRelationships = new Dictionary<string, int>(StringComparer.OrdinalIgnoreCase);
+        var candidatesByKey = data.Candidates.ToDictionary(candidate => candidate.Key, StringComparer.OrdinalIgnoreCase);
+
+        foreach (var candidate in data.Candidates)
+        {
+            if (!choices.TryGetValue(candidate.Key, out var choice))
+            {
+                continue;
+            }
+
+            if (string.Equals(choice.Action, StoryIntelligenceRelationshipImportActions.Ignore, StringComparison.OrdinalIgnoreCase))
+            {
+                ignored++;
+                AddDecision(batch, candidate.Key, StoryIntelligenceRelationshipImportActions.Ignore, null, RelationshipLabel(candidate), false);
+                continue;
+            }
+
+            if (string.Equals(choice.Action, StoryIntelligenceRelationshipImportActions.Alias, StringComparison.OrdinalIgnoreCase))
+            {
+                continue;
+            }
+
+            var relationshipId = string.Equals(choice.Action, StoryIntelligenceRelationshipImportActions.LinkExisting, StringComparison.OrdinalIgnoreCase)
+                ? candidate.ExistingRelationshipID
+                : null;
+
+            if (!relationshipId.HasValue)
+            {
+                relationshipId = await characters.SaveRelationshipAsync(new CharacterRelationship
+                {
+                    ProjectID = batch.ProjectID,
+                    CharacterAID = candidate.CharacterAID,
+                    CharacterBID = candidate.CharacterBID,
+                    RelationshipTypeID = MatchRelationshipType(lookupData.RelationshipTypes, choice.RelationshipType ?? candidate.RelationshipType),
+                    IsPermanent = false,
+                    StartSceneID = candidate.Appearances.OrderBy(appearance => appearance.SceneNumber).FirstOrDefault()?.SceneID,
+                    EndSceneID = null,
+                    IsKnownToReader = true,
+                    Notes = BuildRelationshipNotes(candidate),
+                    IsInitialRelationship = false,
+                    InitialBookID = batch.BookID,
+                    ReaderInitiallyKnows = true,
+                    InitialRelationshipStateID = MatchRelationshipState(lookupData.RelationshipStates, candidate.RelationshipType),
+                    InitialIntensity = ConfidenceIntensity(candidate.Confidence),
+                    IsReciprocal = true
+                });
+                created++;
+            }
+            else
+            {
+                linkedExisting++;
+            }
+
+            resolvedRelationships[candidate.Key] = relationshipId.Value;
+            AddDecision(batch, candidate.Key, choice.Action, relationshipId.Value, RelationshipLabel(candidate), true);
+        }
+
+        foreach (var candidate in data.Candidates)
+        {
+            if (!choices.TryGetValue(candidate.Key, out var choice)
+                || !string.Equals(choice.Action, StoryIntelligenceRelationshipImportActions.Alias, StringComparison.OrdinalIgnoreCase))
+            {
+                continue;
+            }
+
+            var targetKey = Clean(choice.AliasTargetKey);
+            if (string.IsNullOrWhiteSpace(targetKey)
+                || string.Equals(targetKey, candidate.Key, StringComparison.OrdinalIgnoreCase)
+                || !choices.TryGetValue(targetKey, out var targetChoice)
+                || string.Equals(targetChoice.Action, StoryIntelligenceRelationshipImportActions.Ignore, StringComparison.OrdinalIgnoreCase)
+                || string.Equals(targetChoice.Action, StoryIntelligenceRelationshipImportActions.Alias, StringComparison.OrdinalIgnoreCase)
+                || !candidatesByKey.ContainsKey(targetKey)
+                || !resolvedRelationships.TryGetValue(targetKey, out var targetRelationshipId))
+            {
+                logger.LogWarning(
+                    "Story Intelligence relationship merge candidate {CandidateKey} could not be imported because target {TargetKey} was not a resolved create/link target.",
+                    candidate.Key,
+                    targetKey);
+                continue;
+            }
+
+            resolvedRelationships[candidate.Key] = targetRelationshipId;
+            merged++;
+            AddDecision(batch, candidate.Key, StoryIntelligenceRelationshipImportActions.Alias, targetRelationshipId, RelationshipLabel(candidate), true);
+        }
+
+        foreach (var candidate in data.Candidates)
+        {
+            if (!choices.TryGetValue(candidate.Key, out var choice)
+                || string.Equals(choice.Action, StoryIntelligenceRelationshipImportActions.Ignore, StringComparison.OrdinalIgnoreCase)
+                || !resolvedRelationships.TryGetValue(candidate.Key, out var relationshipId))
+            {
+                continue;
+            }
+
+            foreach (var appearance in candidate.Appearances
+                         .Where(appearance => !appearance.AlreadyLinked)
+                         .GroupBy(appearance => appearance.SceneID)
+                         .Select(group => group.OrderByDescending(appearance => appearance.Confidence ?? 0m).First()))
+            {
+                if (!HasMeaningfulRelationshipEvent(appearance))
+                {
+                    continue;
+                }
+
+                await characters.SaveRelationshipEventAsync(new RelationshipEvent
+                {
+                    CharacterRelationshipID = relationshipId,
+                    SceneID = appearance.SceneID,
+                    RelationshipStateID = MatchRelationshipState(lookupData.RelationshipStates, appearance.Signal ?? candidate.RelationshipType),
+                    Intensity = ConfidenceIntensity(appearance.Confidence ?? candidate.Confidence),
+                    IsKnownToOtherCharacter = true,
+                    Description = BuildRelationshipEventDescription(candidate, appearance)
+                });
+                eventsCreated++;
+            }
+        }
+
+        batch.RelationshipStageComplete = true;
+        batch.LastRelationshipImportResult = new StoryIntelligenceRelationshipImportBatchResult
+        {
+            RelationshipsCreated = created,
+            RelationshipsLinked = linkedExisting,
+            RelationshipsMerged = merged,
+            RelationshipsIgnored = ignored,
+            RelationshipEventsCreated = eventsCreated
+        };
+        await pipelineState.RecordRelationshipImportAsync(batch.ProjectID, batch.BookID);
+
+        logger.LogInformation(
+            "Imported Story Intelligence relationships for batch {BatchID}. Created={Created} LinkedExisting={LinkedExisting} Merged={Merged} Ignored={Ignored} Events={Events}",
+            batch.BatchID,
+            created,
+            linkedExisting,
+            merged,
+            ignored,
+            eventsCreated);
+
+        return new StoryIntelligenceImportCommitResult
+        {
+            Success = true,
+            ScenesCreated = eventsCreated,
+            Message = $"Relationships imported. {created:N0} created, {linkedExisting:N0} linked, {merged:N0} merged, {ignored:N0} ignored, {eventsCreated:N0} relationship event(s) added."
+        };
+    }
+
+    private async Task<RelationshipCandidateData> BuildCandidateDataAsync(OnboardingStoryIntelligenceBatch batch)
+    {
+        var characterIndex = await BuildCharacterIndexAsync(batch.ProjectID);
+        var existingRelationships = await characters.ListRelationshipsByProjectAsync(batch.ProjectID);
+        var existingByPair = existingRelationships
+            .GroupBy(relationship => PairKey(relationship.CharacterAID, relationship.CharacterBID))
+            .ToDictionary(group => group.Key, group => group.First(), StringComparer.OrdinalIgnoreCase);
+        var groups = new Dictionary<string, RelationshipCandidate>(StringComparer.OrdinalIgnoreCase);
+        var alreadyLinked = 0;
+        var hasCommittedScenes = false;
+
+        foreach (var item in batch.Items)
+        {
+            var commit = await runs.GetImportCommitAsync(item.RunID);
+            if (commit is null || !string.Equals(commit.Status, StoryIntelligenceImportCommitStatuses.Completed, StringComparison.OrdinalIgnoreCase))
+            {
+                continue;
+            }
+
+            hasCommittedScenes = true;
+            var importedScenes = (await scenes.ListByChapterAsync(item.ChapterID))
+                .Where(scene => scene.ImportRunID == item.RunID)
+                .ToList();
+            var importedByRange = importedScenes
+                .Where(scene => scene.SourceStartParagraph.HasValue && scene.SourceEndParagraph.HasValue)
+                .ToDictionary(scene => $"{scene.SourceStartParagraph}-{scene.SourceEndParagraph}", scene => scene, StringComparer.OrdinalIgnoreCase);
+            var importedByNumber = importedScenes.ToDictionary(scene => Convert.ToInt32(scene.SceneNumber), scene => scene);
+            var sceneResults = await runs.ListSceneResultsAsync(item.RunID);
+
+            foreach (var sceneResult in sceneResults)
+            {
+                var parsed = TryReadScene(sceneResult);
+                if (parsed is null)
+                {
+                    continue;
+                }
+
+                var importedScene = ResolveImportedScene(sceneResult, importedByRange, importedByNumber);
+                if (importedScene is null)
+                {
+                    continue;
+                }
+
+                var existingEvents = await characters.ListRelationshipEventsBySceneAsync(importedScene.SceneID);
+                alreadyLinked += existingEvents.Select(item => item.CharacterRelationshipID).Distinct().Count();
+                AddSceneRelationships(groups, characterIndex, existingByPair, importedScene, parsed, existingEvents);
+            }
+        }
+
+        var candidates = groups.Values
+            .Where(candidate => candidate.Appearances.Any(appearance => !appearance.AlreadyLinked))
+            .OrderByDescending(candidate => candidate.Appearances.Select(appearance => appearance.SceneID).Distinct().Count())
+            .ThenBy(candidate => candidate.CharacterAName)
+            .ThenBy(candidate => candidate.CharacterBName)
+            .ToList();
+
+        return new RelationshipCandidateData(hasCommittedScenes, alreadyLinked, candidates);
+    }
+
+    private static void AddSceneRelationships(
+        Dictionary<string, RelationshipCandidate> groups,
+        CharacterIndex characterIndex,
+        IReadOnlyDictionary<string, CharacterRelationship> existingByPair,
+        Scene importedScene,
+        SceneIntelligenceScene parsed,
+        IReadOnlyList<RelationshipEvent> existingEvents)
+    {
+        foreach (var relationship in parsed.Relationships ?? [])
+        {
+            AddRelationship(groups, characterIndex, existingByPair, importedScene, parsed, relationship.CharacterA, relationship.CharacterB, relationship.RelationshipSignal, relationship.Evidence, relationship.Confidence, existingEvents);
+        }
+
+        foreach (var observation in parsed.Observations ?? [])
+        {
+            if (!IsRelationshipObservation(observation))
+            {
+                continue;
+            }
+
+            AddRelationship(
+                groups,
+                characterIndex,
+                existingByPair,
+                importedScene,
+                parsed,
+                observation.SubjectName,
+                observation.ObjectName,
+                FirstConfigured(observation.Predicate, observation.ObservationType),
+                FirstConfigured(observation.Description, observation.Evidence),
+                observation.Confidence,
+                existingEvents);
+        }
+    }
+
+    private static void AddRelationship(
+        Dictionary<string, RelationshipCandidate> groups,
+        CharacterIndex characterIndex,
+        IReadOnlyDictionary<string, CharacterRelationship> existingByPair,
+        Scene importedScene,
+        SceneIntelligenceScene parsed,
+        string? characterAName,
+        string? characterBName,
+        string? relationshipSignal,
+        string? evidence,
+        decimal? confidence,
+        IReadOnlyList<RelationshipEvent> existingEvents)
+    {
+        var characterA = characterIndex.Find(characterAName);
+        var characterB = characterIndex.Find(characterBName);
+        if (characterA is null || characterB is null || characterA.CharacterID == characterB.CharacterID)
+        {
+            return;
+        }
+
+        var key = PairKey(characterA.CharacterID, characterB.CharacterID);
+        if (!groups.TryGetValue(key, out var candidate))
+        {
+            existingByPair.TryGetValue(key, out var existingMatch);
+            candidate = new RelationshipCandidate(
+                key,
+                characterA.CharacterID,
+                characterA.CharacterName,
+                characterB.CharacterID,
+                characterB.CharacterName,
+                RelationshipTypeFromSignal(relationshipSignal),
+                existingMatch?.CharacterRelationshipID,
+                existingMatch is null ? null : $"{existingMatch.CharacterAName} / {existingMatch.RelationshipTypeName} / {existingMatch.CharacterBName}");
+            groups[key] = candidate;
+        }
+
+        if ((confidence ?? 0m) >= (candidate.Confidence ?? 0m))
+        {
+            candidate.RelationshipType = RelationshipTypeFromSignal(relationshipSignal);
+        }
+
+        candidate.Confidence = Max(candidate.Confidence, confidence);
+        candidate.FirstAppearanceNote ??= BuildSceneReference(importedScene);
+        candidate.LastAppearanceNote = BuildSceneReference(importedScene);
+        candidate.ExampleScene ??= BuildFirstAppearance(importedScene, parsed);
+        candidate.ExampleContext ??= Clean(evidence);
+        candidate.Appearances.Add(new RelationshipAppearanceImport(
+            importedScene.SceneID,
+            importedScene.SceneNumber,
+            importedScene.SceneTitle,
+            relationshipSignal,
+            evidence,
+            confidence,
+            candidate.ExistingRelationshipID.HasValue && existingEvents.Any(existing => existing.CharacterRelationshipID == candidate.ExistingRelationshipID.Value)));
+    }
+
+    private async Task<CharacterIndex> BuildCharacterIndexAsync(int projectId)
+    {
+        var index = new CharacterIndex();
+        foreach (var character in await characters.ListCharactersAsync(projectId))
+        {
+            index.Add(character.CharacterName, character.CharacterID, character.CharacterName);
+            index.Add(character.ShortName, character.CharacterID, character.CharacterName);
+            foreach (var alias in await characters.ListAliasesAsync(character.CharacterID))
+            {
+                index.Add(alias.Alias, character.CharacterID, character.CharacterName);
+            }
+        }
+
+        return index;
+    }
+
+    private static Scene? ResolveImportedScene(
+        StoryIntelligenceSavedSceneResult sceneResult,
+        IReadOnlyDictionary<string, Scene> byRange,
+        IReadOnlyDictionary<int, Scene> byNumber)
+    {
+        if (sceneResult.StartParagraph.HasValue
+            && sceneResult.EndParagraph.HasValue
+            && byRange.TryGetValue($"{sceneResult.StartParagraph}-{sceneResult.EndParagraph}", out var rangeMatch))
+        {
+            return rangeMatch;
+        }
+
+        return byNumber.TryGetValue(sceneResult.TemporarySceneNumber, out var numberMatch) ? numberMatch : null;
+    }
+
+    private static SceneIntelligenceScene? TryReadScene(StoryIntelligenceSavedSceneResult result)
+    {
+        if (string.IsNullOrWhiteSpace(result.ParsedJson))
+        {
+            return null;
+        }
+
+        try
+        {
+            var direct = JsonSerializer.Deserialize<SceneIntelligenceScene>(result.ParsedJson, JsonOptions);
+            if (!string.IsNullOrWhiteSpace(direct?.SchemaVersion))
+            {
+                return direct;
+            }
+
+            using var document = JsonDocument.Parse(result.ParsedJson);
+            if (document.RootElement.TryGetProperty("parsedScene", out var parsedScene))
+            {
+                return parsedScene.Deserialize<SceneIntelligenceScene>(JsonOptions);
+            }
+        }
+        catch (JsonException)
+        {
+        }
+
+        return null;
+    }
+
+    private static bool IsRelationshipObservation(SceneIntelligenceObservation observation)
+    {
+        var type = Clean(observation.ObservationType);
+        if (!type.Contains("relationship", StringComparison.OrdinalIgnoreCase)
+            && !type.Contains("character", StringComparison.OrdinalIgnoreCase)
+            && !RelationshipSignalWords.Any(word => type.Contains(word, StringComparison.OrdinalIgnoreCase)))
+        {
+            return false;
+        }
+
+        return IsCharacterEntity(observation.SubjectEntityType)
+            && IsCharacterEntity(observation.ObjectEntityType)
+            && !string.IsNullOrWhiteSpace(observation.SubjectName)
+            && !string.IsNullOrWhiteSpace(observation.ObjectName);
+    }
+
+    private static int MatchRelationshipType(IReadOnlyList<RelationshipType> types, string? signal)
+    {
+        var normalised = Normalise(signal);
+        var mapped = RelationshipTypeFromSignal(signal);
+        return types.FirstOrDefault(type => string.Equals(type.TypeName, mapped, StringComparison.OrdinalIgnoreCase))?.RelationshipTypeID
+            ?? types.FirstOrDefault(type => normalised.Contains(Normalise(type.TypeName), StringComparison.OrdinalIgnoreCase))?.RelationshipTypeID
+            ?? types.FirstOrDefault(type => string.Equals(type.TypeName, "Unknown", StringComparison.OrdinalIgnoreCase))?.RelationshipTypeID
+            ?? types.First().RelationshipTypeID;
+    }
+
+    private static int MatchRelationshipState(IReadOnlyList<RelationshipState> states, string? signal)
+    {
+        var value = Normalise(signal);
+        var stateName =
+            value.Contains("reconcil") ? "Reconciled" :
+            value.Contains("romantic") || value.Contains("lover") || value.Contains("love") ? "Romantic" :
+            value.Contains("friend") || value.Contains("ally") || value.Contains("support") ? "Friendly" :
+            value.Contains("argument") || value.Contains("argue") || value.Contains("conflict") || value.Contains("hostile") || value.Contains("enemy") ? "Hostile" :
+            value.Contains("distrust") || value.Contains("suspect") || value.Contains("suspicious") ? "Distrustful" :
+            value.Contains("estranged") || value.Contains("separat") || value.Contains("deteriorat") ? "Estranged" :
+            value.Contains("tense") || value.Contains("tension") ? "Tense" :
+            "Unknown";
+        return states.FirstOrDefault(state => string.Equals(state.StateName, stateName, StringComparison.OrdinalIgnoreCase))?.RelationshipStateID
+            ?? states.FirstOrDefault(state => string.Equals(state.StateName, "Unknown", StringComparison.OrdinalIgnoreCase))?.RelationshipStateID
+            ?? states.First().RelationshipStateID;
+    }
+
+    private static string RelationshipTypeFromSignal(string? signal)
+    {
+        var value = Normalise(signal);
+        if (value.Contains("mother") || value.Contains("father") || value.Contains("parent")) return "Parent";
+        if (value.Contains("daughter") || value.Contains("son") || value.Contains("child")) return "Child";
+        if (value.Contains("sister") || value.Contains("brother") || value.Contains("sibling")) return "Sibling";
+        if (value.Contains("spouse") || value.Contains("husband") || value.Contains("wife") || value.Contains("married")) return "Spouse";
+        if (value.Contains("romantic") || value.Contains("lover") || value.Contains("love")) return "Lover";
+        if (value.Contains("friend")) return "Friend";
+        if (value.Contains("enemy") || value.Contains("adversarial") || value.Contains("hostile")) return "Enemy";
+        if (value.Contains("rival")) return "Rival";
+        if (value.Contains("suspicious") || value.Contains("suspect")) return "Suspicious Of";
+        if (value.Contains("neighbour") || value.Contains("neighbor")) return "Neighbour";
+        if (value.Contains("teacher")) return "Teacher";
+        if (value.Contains("student")) return "Student";
+        if (value.Contains("employer") || value.Contains("boss")) return "Employer";
+        if (value.Contains("employee")) return "Employee";
+        if (value.Contains("colleague") || value.Contains("professional") || value.Contains("police") || value.Contains("detective") || value.Contains("sergeant")) return "Colleague";
+        if (value.Contains("ally") || value.Contains("support")) return "Ally";
+        if (value.Contains("guardian") || value.Contains("protector")) return "Protector";
+        if (value.Contains("estranged") || value.Contains("separat")) return "Estranged From";
+        return "Unknown";
+    }
+
+    private static bool HasMeaningfulRelationshipEvent(RelationshipAppearanceImport appearance)
+    {
+        var value = $"{appearance.Signal} {appearance.Evidence}";
+        return RelationshipEventWords.Any(word => value.Contains(word, StringComparison.OrdinalIgnoreCase));
+    }
+
+    private static string BuildRelationshipNotes(RelationshipCandidate candidate)
+    {
+        var lines = new List<string> { "Imported from Story Intelligence relationship review." };
+        if (!string.IsNullOrWhiteSpace(candidate.ExampleContext))
+        {
+            lines.Add(candidate.ExampleContext);
+        }
+
+        if (!string.IsNullOrWhiteSpace(candidate.FirstAppearanceNote))
+        {
+            lines.Add($"First detected: {candidate.FirstAppearanceNote}");
+        }
+
+        return string.Join(Environment.NewLine, lines);
+    }
+
+    private static string BuildRelationshipEventDescription(RelationshipCandidate candidate, RelationshipAppearanceImport appearance)
+        => FirstConfigured(
+            Clean(appearance.Evidence),
+            Clean(appearance.Signal),
+            $"{candidate.CharacterAName} / {candidate.RelationshipType} / {candidate.CharacterBName}") ?? RelationshipLabel(candidate);
+
+    private static string RelationshipLabel(RelationshipCandidate candidate)
+        => $"{candidate.CharacterAName} / {candidate.RelationshipType} / {candidate.CharacterBName}";
+
+    private static string? BuildFirstAppearance(Scene scene, SceneIntelligenceScene parsed)
+    {
+        var summary = Clean(parsed.Summary?.Short);
+        return string.IsNullOrWhiteSpace(summary)
+            ? BuildSceneReference(scene)
+            : $"{BuildSceneReference(scene)}: {summary}";
+    }
+
+    private static string BuildSceneReference(Scene scene)
+        => $"Scene {scene.SceneNumber:g}";
+
+    private static void AddDecision(OnboardingStoryIntelligenceBatch batch, string key, string action, int? relationshipId, string? label, bool createdOrLinked)
+    {
+        batch.RelationshipDecisions.RemoveAll(decision => string.Equals(decision.Key, key, StringComparison.OrdinalIgnoreCase));
+        batch.RelationshipDecisions.Add(new OnboardingStoryIntelligenceRelationshipDecision
+        {
+            Key = key,
+            Action = action,
+            CharacterRelationshipID = relationshipId,
+            RelationshipLabel = label,
+            CreatedOrLinked = createdOrLinked
+        });
+    }
+
+    private static bool IsCharacterEntity(string? entityType)
+        => string.Equals(Clean(entityType), "Character", StringComparison.OrdinalIgnoreCase);
+
+    private static int? ConfidenceIntensity(decimal? confidence)
+        => confidence.HasValue ? Math.Clamp((int)Math.Round(confidence.Value * 10m, MidpointRounding.AwayFromZero), 1, 10) : null;
+
+    private static decimal? Max(decimal? current, decimal? next)
+        => current.HasValue && next.HasValue ? Math.Max(current.Value, next.Value) : current ?? next;
+
+    private static string ConfidenceBand(decimal? confidence)
+        => confidence switch
+        {
+            >= 0.75m => "High",
+            >= 0.45m => "Medium",
+            null => "Unknown",
+            _ => "Low"
+        };
+
+    private static string PairKey(int characterAId, int characterBId)
+        => characterAId <= characterBId ? $"{characterAId}:{characterBId}" : $"{characterBId}:{characterAId}";
+
+    private static string? FirstConfigured(params string?[] values)
+        => values.Select(Clean).FirstOrDefault(value => !string.IsNullOrWhiteSpace(value));
+
+    private static string Normalise(string? value)
+        => Clean(value).ToLowerInvariant();
+
+    private static string Clean(string? value)
+        => string.IsNullOrWhiteSpace(value) ? string.Empty : Whitespace.Replace(value, " ").Trim();
+
+    private static readonly Regex Whitespace = new(@"\s+", RegexOptions.Compiled);
+
+    private static readonly string[] RelationshipSignalWords =
+    [
+        "friend", "family", "romantic", "lover", "spouse", "parent", "child", "sibling", "enemy",
+        "rival", "ally", "argument", "conflict", "reconciled", "separated", "deteriorates", "meeting"
+    ];
+
+    private static readonly string[] RelationshipEventWords =
+    [
+        "begins", "begin", "starts", "first meeting", "meet", "met", "deteriorates", "deteriorate",
+        "reconciles", "reconciliation", "reconciled", "argument", "argues", "separation", "separate",
+        "estranged", "confront", "conflict", "tension", "hostile", "distrust", "supports", "protects"
+    ];
+
+    private sealed record RelationshipCandidateData(bool HasCommittedScenes, int AlreadyLinkedCount, IReadOnlyList<RelationshipCandidate> Candidates);
+
+    private sealed class RelationshipCandidate(
+        string key,
+        int characterAId,
+        string characterAName,
+        int characterBId,
+        string characterBName,
+        string relationshipType,
+        int? existingRelationshipId,
+        string? existingRelationshipLabel)
+    {
+        public string Key { get; } = key;
+        public int CharacterAID { get; } = characterAId;
+        public string CharacterAName { get; } = characterAName;
+        public int CharacterBID { get; } = characterBId;
+        public string CharacterBName { get; } = characterBName;
+        public string RelationshipType { get; set; } = relationshipType;
+        public int? ExistingRelationshipID { get; } = existingRelationshipId;
+        public string? ExistingRelationshipLabel { get; } = existingRelationshipLabel;
+        public decimal? Confidence { get; set; }
+        public string? FirstAppearanceNote { get; set; }
+        public string? LastAppearanceNote { get; set; }
+        public string? ExampleScene { get; set; }
+        public string? ExampleContext { get; set; }
+        public List<RelationshipAppearanceImport> Appearances { get; } = [];
+    }
+
+    private sealed record RelationshipAppearanceImport(
+        int SceneID,
+        decimal SceneNumber,
+        string SceneTitle,
+        string? Signal,
+        string? Evidence,
+        decimal? Confidence,
+        bool AlreadyLinked);
+
+    private sealed class CharacterIndex
+    {
+        private readonly Dictionary<string, CharacterMatch> byName = new(StringComparer.OrdinalIgnoreCase);
+
+        public void Add(string? name, int characterId, string characterName)
+        {
+            var key = Clean(name);
+            if (string.IsNullOrWhiteSpace(key) || byName.ContainsKey(key))
+            {
+                return;
+            }
+
+            byName[key] = new CharacterMatch(characterId, characterName);
+        }
+
+        public CharacterMatch? Find(string? name)
+            => byName.TryGetValue(Clean(name), out var match) ? match : null;
+    }
+
+    private sealed record CharacterMatch(int CharacterID, string CharacterName);
+}

PlotLine/Services/StoryIntelligenceService.cs

@@ -269,10 +269,12 @@ public sealed class StoryIntelligenceService(
 
         return state.CurrentReviewStage switch
         {
+            StoryIntelligencePipelineStages.RelationshipReview => "Waiting for Relationship Review",
             StoryIntelligencePipelineStages.AssetReview => "Waiting for Asset Review",
             StoryIntelligencePipelineStages.LocationReview => "Waiting for Location Review",
             StoryIntelligencePipelineStages.CharacterReview => "Waiting for Character Review",
             StoryIntelligencePipelineStages.SceneReview => "Needs Scene Review",
+            _ when StoryIntelligenceReadyForRelationships(state) => "Waiting for Relationship Review",
             _ when StoryIntelligenceReadyForAssets(state) => "Waiting for Asset Review",
             _ when StoryIntelligenceReadyForLocations(state) => "Waiting for Location Review",
             _ => string.Equals(state.Status, StoryIntelligencePipelineStatuses.InProgress, StringComparison.OrdinalIgnoreCase)
@@ -286,24 +288,33 @@ public sealed class StoryIntelligenceService(
             ? "All currently available Story Intelligence stages are complete."
             : state.CurrentReviewStage switch
             {
+                StoryIntelligencePipelineStages.RelationshipReview => "Review detected relationships and decide what to create or link.",
                 StoryIntelligencePipelineStages.AssetReview => "Review detected assets and decide what to create or link.",
                 StoryIntelligencePipelineStages.LocationReview => "Review detected locations and decide what to create or link.",
                 StoryIntelligencePipelineStages.CharacterReview => "Review detected characters and decide what to create or link.",
                 StoryIntelligencePipelineStages.SceneReview => "Review prepared scenes before creating them.",
+                _ when StoryIntelligenceReadyForRelationships(state) => "Review detected relationships and decide what to create or link.",
                 _ when StoryIntelligenceReadyForAssets(state) => "Review detected assets and decide what to create or link.",
                 _ when StoryIntelligenceReadyForLocations(state) => "Review detected locations and decide what to create or link.",
                 _ => "Continue from the next Story Intelligence stage."
             };
 
+    private static bool StoryIntelligenceReadyForRelationships(StoryIntelligenceBookPipelineState state)
+        => string.Equals(state.LastCompletedStage, StoryIntelligencePipelineStages.AssetImport, StringComparison.OrdinalIgnoreCase)
+            || state.CurrentStage is StoryIntelligencePipelineStages.RelationshipReview or StoryIntelligencePipelineStages.RelationshipImport;
+
     private static bool StoryIntelligenceReadyForAssets(StoryIntelligenceBookPipelineState state)
         => string.Equals(state.LastCompletedStage, StoryIntelligencePipelineStages.LocationImport, StringComparison.OrdinalIgnoreCase)
             || state.CurrentStage is StoryIntelligencePipelineStages.AssetReview or StoryIntelligencePipelineStages.AssetImport
+                or StoryIntelligencePipelineStages.RelationshipReview or StoryIntelligencePipelineStages.RelationshipImport
             || (string.Equals(state.CurrentStage, StoryIntelligencePipelineStages.Complete, StringComparison.OrdinalIgnoreCase)
-                && !string.Equals(state.LastCompletedStage, StoryIntelligencePipelineStages.AssetImport, StringComparison.OrdinalIgnoreCase));
+                && !string.Equals(state.LastCompletedStage, StoryIntelligencePipelineStages.RelationshipImport, StringComparison.OrdinalIgnoreCase));
 
     private static bool StoryIntelligenceReadyForLocations(StoryIntelligenceBookPipelineState state)
         => string.Equals(state.LastCompletedStage, StoryIntelligencePipelineStages.CharacterImport, StringComparison.OrdinalIgnoreCase)
-            || state.CurrentStage is StoryIntelligencePipelineStages.LocationReview or StoryIntelligencePipelineStages.LocationImport;
+            || state.CurrentStage is StoryIntelligencePipelineStages.LocationReview or StoryIntelligencePipelineStages.LocationImport
+                or StoryIntelligencePipelineStages.AssetReview or StoryIntelligencePipelineStages.AssetImport
+                or StoryIntelligencePipelineStages.RelationshipReview or StoryIntelligencePipelineStages.RelationshipImport;
 
     private static string FormatElapsed(TimeSpan elapsed)
         => elapsed.TotalMinutes < 1

PlotLine/Sql/131_Phase20AS_RelationshipReviewPipelineStages.sql

@@ -0,0 +1,38 @@
+SET ANSI_NULLS ON;
+GO
+SET QUOTED_IDENTIFIER ON;
+GO
+
+IF OBJECT_ID(N'dbo.StoryIntelligenceBookPipelines', N'U') IS NOT NULL
+BEGIN
+    IF EXISTS
+    (
+        SELECT 1
+        FROM sys.check_constraints
+        WHERE name = N'CK_StoryIntelligenceBookPipelines_CurrentStage'
+            AND parent_object_id = OBJECT_ID(N'dbo.StoryIntelligenceBookPipelines')
+    )
+    BEGIN
+        ALTER TABLE dbo.StoryIntelligenceBookPipelines
+            DROP CONSTRAINT CK_StoryIntelligenceBookPipelines_CurrentStage;
+    END;
+
+    ALTER TABLE dbo.StoryIntelligenceBookPipelines
+        ADD CONSTRAINT CK_StoryIntelligenceBookPipelines_CurrentStage
+        CHECK (CurrentStage IN
+        (
+            N'Chapters',
+            N'SceneReview',
+            N'SceneImport',
+            N'CharacterReview',
+            N'CharacterImport',
+            N'LocationReview',
+            N'LocationImport',
+            N'AssetReview',
+            N'AssetImport',
+            N'RelationshipReview',
+            N'RelationshipImport',
+            N'Complete'
+        ));
+END;
+GO

PlotLine/ViewModels/OnboardingViewModels.cs

@@ -145,6 +145,7 @@ public sealed class StoryIntelligenceProgressViewModel
     public StoryIntelligenceCharacterReviewViewModel CharacterReview { get; init; } = new();
     public StoryIntelligenceLocationReviewViewModel LocationReview { get; init; } = new();
     public StoryIntelligenceAssetReviewViewModel AssetReview { get; init; } = new();
+    public StoryIntelligenceRelationshipReviewViewModel RelationshipReview { get; init; } = new();
     public StoryIntelligencePipelineDashboardViewModel PipelineDashboard { get; init; } = new();
     public int ChapterCount => Chapters.Count;
     public int CompletedChapterCount => Chapters.Count(chapter => chapter.IsRunComplete);
@@ -162,6 +163,7 @@ public sealed class StoryIntelligenceProgressViewModel
     public bool HasCharactersToReview => CharacterReview.Candidates.Count > 0;
     public bool HasLocationsToReview => LocationReview.Candidates.Count > 0;
     public bool HasAssetsToReview => AssetReview.Candidates.Count > 0;
+    public bool HasRelationshipsToReview => RelationshipReview.Candidates.Count > 0;
 }
 
 public sealed class StoryIntelligencePipelineDashboardViewModel
@@ -177,6 +179,9 @@ public sealed class StoryIntelligencePipelineDashboardViewModel
     public int AssetsIdentified { get; init; }
     public int AssetsCreatedOrLinked { get; init; }
     public bool AssetStageComplete { get; init; }
+    public int RelationshipsIdentified { get; init; }
+    public int RelationshipsCreatedOrLinked { get; init; }
+    public bool RelationshipStageComplete { get; init; }
 }
 
 public sealed class StoryIntelligenceCharacterReviewViewModel
@@ -322,6 +327,55 @@ public static class StoryIntelligenceAssetImportActions
     public const string Alias = "Alias";
 }
 
+public sealed class StoryIntelligenceRelationshipReviewViewModel
+{
+    public bool CanImport { get; init; }
+    public bool HasCommittedScenes { get; init; }
+    public int AlreadyLinkedCount { get; init; }
+    public bool IsComplete { get; init; }
+    public IReadOnlyList<StoryIntelligenceRelationshipReviewCandidateViewModel> Candidates { get; init; } = [];
+}
+
+public sealed class StoryIntelligenceRelationshipReviewCandidateViewModel
+{
+    public string Key { get; init; } = string.Empty;
+    public string CharacterAName { get; init; } = string.Empty;
+    public string CharacterBName { get; init; } = string.Empty;
+    public string RelationshipType { get; init; } = "Unknown";
+    public int AppearsInScenes { get; init; }
+    public string Confidence { get; init; } = "Unknown";
+    public string? FirstAppearance { get; init; }
+    public string? LastAppearance { get; init; }
+    public string? ExampleScene { get; init; }
+    public string? ExampleContext { get; init; }
+    public int? ExistingRelationshipID { get; init; }
+    public string? ExistingRelationshipLabel { get; init; }
+    public bool IsExistingMatch => ExistingRelationshipID.HasValue;
+    public string ActionLabel => IsExistingMatch ? "Link existing" : "Create";
+}
+
+public sealed class StoryIntelligenceRelationshipImportForm
+{
+    public Guid BatchID { get; set; }
+    public List<StoryIntelligenceRelationshipImportChoiceForm> Relationships { get; set; } = [];
+}
+
+public sealed class StoryIntelligenceRelationshipImportChoiceForm
+{
+    public string Key { get; set; } = string.Empty;
+    public string Action { get; set; } = StoryIntelligenceRelationshipImportActions.CreateNew;
+    public string? RelationshipType { get; set; }
+    public string? AliasTargetKey { get; set; }
+}
+
+public static class StoryIntelligenceRelationshipImportActions
+{
+    public const string CreateNew = "CreateNew";
+    public const string LinkExisting = "LinkExisting";
+    public const string Ignore = "Ignore";
+    public const string Alias = "Alias";
+}
+
 public sealed class StoryIntelligenceCompletionViewModel
 {
     public StoryIntelligenceJobProgress Job { get; init; } = new();
@@ -339,6 +393,8 @@ public sealed class StoryIntelligenceCompletionViewModel
     public bool LocationStageComplete { get; init; }
     public int AssetsCreatedOrLinked { get; init; }
     public bool AssetStageComplete { get; init; }
+    public int RelationshipsCreatedOrLinked { get; init; }
+    public bool RelationshipStageComplete { get; init; }
 }
 
 public sealed class StoryIntelligenceCharacterImportResultViewModel
@@ -379,6 +435,18 @@ public sealed class StoryIntelligenceAssetImportResultViewModel
     public int OwnershipLinksCreated { get; init; }
 }
 
+public sealed class StoryIntelligenceRelationshipImportResultViewModel
+{
+    public Guid BatchID { get; init; }
+    public int ProjectID { get; init; }
+    public int BookID { get; init; }
+    public int RelationshipsCreated { get; init; }
+    public int RelationshipsLinked { get; init; }
+    public int RelationshipsMerged { get; init; }
+    public int RelationshipsIgnored { get; init; }
+    public int RelationshipEventsCreated { get; init; }
+}
+
 public sealed class StoryIntelligenceOnboardingChapterViewModel
 {
     public string TemporaryChapterKey { get; init; } = string.Empty;

PlotLine/Views/Books/Details.cshtml

@@ -200,23 +200,32 @@
 
         return pipeline.CurrentReviewStage switch
         {
+            StoryIntelligencePipelineStages.RelationshipReview => "Review detected relationships and decide what to create or link.",
             StoryIntelligencePipelineStages.AssetReview => "Review detected assets and decide what to create or link.",
             StoryIntelligencePipelineStages.LocationReview => "Review detected locations and decide what to create or link.",
             StoryIntelligencePipelineStages.CharacterReview => "Scene creation is complete. Review detected characters to continue building the story database.",
             StoryIntelligencePipelineStages.SceneReview => "Review prepared scenes before creating them in PlotDirector.",
+            _ when StoryIntelligenceReadyForRelationships(pipeline) => "Review detected relationships and decide what to create or link.",
             _ when StoryIntelligenceReadyForAssets(pipeline) => "Review detected assets and decide what to create or link.",
             _ when StoryIntelligenceReadyForLocations(pipeline) => "Review detected locations and decide what to create or link.",
             _ => "PlotDirector will resume from the next Story Intelligence stage."
         };
     }
 
+    private static bool StoryIntelligenceReadyForRelationships(StoryIntelligenceBookPipelineState pipeline)
+        => string.Equals(pipeline.LastCompletedStage, StoryIntelligencePipelineStages.AssetImport, StringComparison.OrdinalIgnoreCase)
+            || pipeline.CurrentStage is StoryIntelligencePipelineStages.RelationshipReview or StoryIntelligencePipelineStages.RelationshipImport;
+
     private static bool StoryIntelligenceReadyForAssets(StoryIntelligenceBookPipelineState pipeline)
         => string.Equals(pipeline.LastCompletedStage, StoryIntelligencePipelineStages.LocationImport, StringComparison.OrdinalIgnoreCase)
             || pipeline.CurrentStage is StoryIntelligencePipelineStages.AssetReview or StoryIntelligencePipelineStages.AssetImport
+                or StoryIntelligencePipelineStages.RelationshipReview or StoryIntelligencePipelineStages.RelationshipImport
             || (string.Equals(pipeline.CurrentStage, StoryIntelligencePipelineStages.Complete, StringComparison.OrdinalIgnoreCase)
-                && !string.Equals(pipeline.LastCompletedStage, StoryIntelligencePipelineStages.AssetImport, StringComparison.OrdinalIgnoreCase));
+                && !string.Equals(pipeline.LastCompletedStage, StoryIntelligencePipelineStages.RelationshipImport, StringComparison.OrdinalIgnoreCase));
 
     private static bool StoryIntelligenceReadyForLocations(StoryIntelligenceBookPipelineState pipeline)
         => string.Equals(pipeline.LastCompletedStage, StoryIntelligencePipelineStages.CharacterImport, StringComparison.OrdinalIgnoreCase)
-            || pipeline.CurrentStage is StoryIntelligencePipelineStages.LocationReview or StoryIntelligencePipelineStages.LocationImport;
+            || pipeline.CurrentStage is StoryIntelligencePipelineStages.LocationReview or StoryIntelligencePipelineStages.LocationImport
+                or StoryIntelligencePipelineStages.AssetReview or StoryIntelligencePipelineStages.AssetImport
+                or StoryIntelligencePipelineStages.RelationshipReview or StoryIntelligencePipelineStages.RelationshipImport;
 }

PlotLine/Views/Onboarding/StoryIntelligenceAssetComplete.cshtml

@@ -5,14 +5,14 @@
 
 <section class="onboarding-shell" aria-labelledby="story-asset-complete-title">
     <div class="onboarding-panel onboarding-review-panel">
-        <partial name="_StoryIntelligencePipelineHeader" model="@(new StoryIntelligencePipelineHeaderViewModel { CurrentStage = "Complete" })" />
+        <partial name="_StoryIntelligencePipelineHeader" model="@(new StoryIntelligencePipelineHeaderViewModel { CurrentStage = "Review Relationships" })" />
         <div class="onboarding-copy">
             <p class="eyebrow">Build Story Database</p>
             <div class="onboarding-success-heading">
                 <span aria-hidden="true">&check;</span>
                 <h1 id="story-asset-complete-title">Assets created</h1>
             </div>
-            <p>PlotDirector updated your story database from the approved asset decisions. Later Story Intelligence stages will continue from here.</p>
+            <p>PlotDirector updated your story database from the approved asset decisions. Next, review the relationships detected between imported characters.</p>
         </div>
 
         <div class="onboarding-scan-counts onboarding-review-counts">
@@ -43,7 +43,7 @@
         </div>
 
         <div class="story-future-stage-grid">
-            <article class="story-future-stage"><strong>Review Relationships</strong><span>Coming Soon</span></article>
+            <article class="story-future-stage"><strong>Review Relationships</strong><span>Next</span></article>
             <article class="story-future-stage"><strong>Review Knowledge</strong><span>Coming Soon</span></article>
             <article class="story-future-stage"><strong>Review Continuity</strong><span>Coming Soon</span></article>
             <article class="story-future-stage"><strong>Timeline Events</strong><span>Coming Soon</span></article>
@@ -51,7 +51,7 @@
 
         <div class="onboarding-actions">
             <a class="btn btn-outline-secondary" asp-action="StoryIntelligenceAssets" asp-route-batchId="@Model.BatchID">Back to assets</a>
-            <a class="btn btn-primary" asp-action="StoryIntelligenceComplete" asp-route-batchId="@Model.BatchID">Continue</a>
+            <a class="btn btn-primary" asp-action="StoryIntelligenceRelationships" asp-route-batchId="@Model.BatchID">Review relationships</a>
         </div>
     </div>
 </section>

PlotLine/Views/Onboarding/StoryIntelligenceAssets.cshtml

@@ -9,7 +9,7 @@
         <div class="onboarding-copy story-review-heading">
             <p class="eyebrow">Phase 3</p>
             <p class="story-review-heading__phase">Review Story Intelligence</p>
-            <p class="story-review-heading__stage">Stage 4 of 4</p>
+            <p class="story-review-heading__stage">Stage 4 of 5</p>
             <h1 id="story-asset-title">Review Assets</h1>
             <p>Approve the important objects PlotDirector should create or link from your imported scenes. Nothing is created unless you approve it.</p>
         </div>
@@ -33,7 +33,7 @@
                     <p class="mb-0">Assets are already up to date, or there were no story-significant asset suggestions ready to import.</p>
                 </div>
                 <div class="story-future-stage-grid">
-                    @FutureStage("Review Relationships")
+                    <article class="story-future-stage"><strong>Review Relationships</strong><span>Next</span></article>
                     @FutureStage("Review Knowledge")
                     @FutureStage("Review Continuity")
                     @FutureStage("Timeline Events")

PlotLine/Views/Onboarding/StoryIntelligenceComplete.cshtml

@@ -24,7 +24,7 @@
                 <li><span aria-hidden="true">&check;</span><strong>Characters</strong></li>
                 <li><span aria-hidden="true">&check;</span><strong>Locations</strong></li>
                 <li><span aria-hidden="true">&check;</span><strong>Assets</strong></li>
-                <li class="is-upcoming"><span aria-hidden="true">○</span><strong>Relationships</strong><em>Coming Soon</em></li>
+                <li><span aria-hidden="true">&check;</span><strong>Relationships</strong></li>
                 <li class="is-upcoming"><span aria-hidden="true">○</span><strong>Knowledge</strong><em>Coming Soon</em></li>
                 <li><span aria-hidden="true">&check;</span><strong>Preparing continuity...</strong></li>
                 <li><span aria-hidden="true">&check;</span><strong>Generating story indexes...</strong></li>
@@ -53,6 +53,10 @@
                 <span>Assets created / linked</span>
                 <strong>@Model.AssetsCreatedOrLinked.ToString("N0")</strong>
             </div>
+            <div>
+                <span>Relationships created / linked</span>
+                <strong>@Model.RelationshipsCreatedOrLinked.ToString("N0")</strong>
+            </div>
             <div>
                 <span>Book</span>
                 <strong>@Model.BookTitle</strong>

PlotLine/Views/Onboarding/StoryIntelligenceRelationshipComplete.cshtml

@@ -0,0 +1,52 @@
+@model StoryIntelligenceRelationshipImportResultViewModel
+@{
+    ViewData["Title"] = "Relationships created";
+}
+
+<section class="onboarding-shell" aria-labelledby="story-relationship-complete-title">
+    <div class="onboarding-panel onboarding-review-panel">
+        <partial name="_StoryIntelligencePipelineHeader" model="@(new StoryIntelligencePipelineHeaderViewModel { CurrentStage = "Complete" })" />
+        <div class="onboarding-copy">
+            <p class="eyebrow">Build Story Database</p>
+            <div class="onboarding-success-heading">
+                <span aria-hidden="true">&check;</span>
+                <h1 id="story-relationship-complete-title">Relationships created</h1>
+            </div>
+            <p>PlotDirector updated your story database from the approved relationship decisions. The implemented Story Intelligence import stages are now complete.</p>
+        </div>
+
+        <div class="onboarding-scan-counts onboarding-review-counts">
+            <div>
+                <span>Relationships created</span>
+                <strong>@Model.RelationshipsCreated.ToString("N0")</strong>
+            </div>
+            <div>
+                <span>Relationships linked</span>
+                <strong>@Model.RelationshipsLinked.ToString("N0")</strong>
+            </div>
+            <div>
+                <span>Relationships merged</span>
+                <strong>@Model.RelationshipsMerged.ToString("N0")</strong>
+            </div>
+            <div>
+                <span>Relationships ignored</span>
+                <strong>@Model.RelationshipsIgnored.ToString("N0")</strong>
+            </div>
+            <div>
+                <span>Relationship events added</span>
+                <strong>@Model.RelationshipEventsCreated.ToString("N0")</strong>
+            </div>
+        </div>
+
+        <div class="story-future-stage-grid">
+            <article class="story-future-stage"><strong>Review Knowledge</strong><span>Coming Soon</span></article>
+            <article class="story-future-stage"><strong>Review Continuity</strong><span>Coming Soon</span></article>
+            <article class="story-future-stage"><strong>Timeline Events</strong><span>Coming Soon</span></article>
+        </div>
+
+        <div class="onboarding-actions">
+            <a class="btn btn-outline-secondary" asp-action="StoryIntelligenceRelationships" asp-route-batchId="@Model.BatchID">Back to relationships</a>
+            <a class="btn btn-primary" asp-action="StoryIntelligenceComplete" asp-route-batchId="@Model.BatchID">Continue</a>
+        </div>
+    </div>
+</section>

PlotLine/Views/Onboarding/StoryIntelligenceRelationships.cshtml

@@ -0,0 +1,233 @@
+@model StoryIntelligenceProgressViewModel
+@{
+    ViewData["Title"] = "Review relationships";
+}
+
+<section class="onboarding-shell" aria-labelledby="story-relationship-title">
+    <div class="onboarding-panel onboarding-review-panel story-review-page">
+        <partial name="_StoryIntelligencePipelineHeader" model="@(new StoryIntelligencePipelineHeaderViewModel { CurrentStage = "Review Relationships" })" />
+        <div class="onboarding-copy story-review-heading">
+            <p class="eyebrow">Phase 3</p>
+            <p class="story-review-heading__phase">Review Story Intelligence</p>
+            <p class="story-review-heading__stage">Stage 5 of 5</p>
+            <h1 id="story-relationship-title">Review Relationships</h1>
+            <p>Approve the character relationships PlotDirector should create or link from your imported scenes. Nothing is created unless you approve it.</p>
+        </div>
+
+        @if (TempData["OnboardingStoryIntelligenceError"] is string error)
+        {
+            <div class="alert alert-danger">@error</div>
+        }
+        @if (TempData["OnboardingStoryIntelligenceMessage"] is string message)
+        {
+            <div class="alert alert-success">@message</div>
+        }
+
+        <partial name="_StoryIntelligencePipelineSummary" model="Model.PipelineDashboard" />
+
+        <section class="story-review-chapter-list" aria-label="Relationship review">
+            @if (Model.RelationshipReview.Candidates.Count == 0)
+            {
+                <div class="story-review-note">
+                    <strong>No relationship decisions are waiting.</strong>
+                    <p class="mb-0">Relationships are already up to date, or there were no relationship suggestions ready to import from the stored scene analysis.</p>
+                </div>
+                <div class="story-future-stage-grid">
+                    @FutureStage("Review Knowledge")
+                    @FutureStage("Review Continuity")
+                    @FutureStage("Timeline Events")
+                </div>
+                <div class="onboarding-actions">
+                    <a class="btn btn-outline-secondary" asp-action="StoryIntelligenceAssets" asp-route-batchId="@Model.BatchID">Back to assets</a>
+                    <form asp-action="ImportStoryIntelligenceRelationships" method="post">
+                        <input type="hidden" name="BatchID" value="@Model.BatchID" />
+                        <button class="btn btn-primary" type="submit">Continue</button>
+                    </form>
+                </div>
+            }
+            else
+            {
+                <div class="story-review-card-actions">
+                    <button class="btn btn-outline-primary btn-sm" type="button" data-relationship-bulk="create-all">Create all</button>
+                    <button class="btn btn-outline-secondary btn-sm" type="button" data-relationship-bulk="link-existing">Link existing matches</button>
+                    <button class="btn btn-outline-secondary btn-sm" type="button" data-relationship-bulk="ignore-all">Ignore all</button>
+                    <button class="btn btn-outline-secondary btn-sm" type="button" data-relationship-bulk="expand">Expand all</button>
+                    <button class="btn btn-outline-secondary btn-sm" type="button" data-relationship-bulk="collapse">Collapse all</button>
+                </div>
+
+                <form asp-action="ImportStoryIntelligenceRelationships" method="post" data-relationship-review-form>
+                    <input type="hidden" name="BatchID" value="@Model.BatchID" />
+                    <div class="story-character-card-grid">
+                        @for (var i = 0; i < Model.RelationshipReview.Candidates.Count; i++)
+                        {
+                            var candidate = Model.RelationshipReview.Candidates[i];
+                            <details class="story-character-card" open data-relationship-card>
+                                <summary>
+                                    <span>
+                                        <strong>@candidate.CharacterAName</strong>
+                                        <small>@candidate.RelationshipType / @candidate.CharacterBName - @candidate.AppearsInScenes.ToString("N0") scene@(candidate.AppearsInScenes == 1 ? string.Empty : "s")</small>
+                                    </span>
+                                    <em>@candidate.Confidence</em>
+                                </summary>
+
+                                <input type="hidden" name="Relationships[@i].Key" value="@candidate.Key" />
+
+                                <div class="story-character-card__body" data-relationship-key="@candidate.Key">
+                                    <dl>
+                                        <div><dt>Character A</dt><dd>@candidate.CharacterAName</dd></div>
+                                        <div><dt>Character B</dt><dd>@candidate.CharacterBName</dd></div>
+                                        <div><dt>First seen</dt><dd>@Display(candidate.FirstAppearance)</dd></div>
+                                        <div><dt>Last seen</dt><dd>@Display(candidate.LastAppearance)</dd></div>
+                                        <div><dt>Existing match</dt><dd>@(candidate.ExistingRelationshipLabel ?? "None")</dd></div>
+                                    </dl>
+
+                                    @if (!string.IsNullOrWhiteSpace(candidate.ExampleScene))
+                                    {
+                                        <div class="story-review-note">
+                                            <strong>Example scene</strong>
+                                            <p>@candidate.ExampleScene</p>
+                                        </div>
+                                    }
+
+                                    @if (!string.IsNullOrWhiteSpace(candidate.ExampleContext))
+                                    {
+                                        <div class="story-review-note">
+                                            <strong>Supporting context</strong>
+                                            <p>@candidate.ExampleContext</p>
+                                        </div>
+                                    }
+
+                                    @if (candidate.IsExistingMatch)
+                                    {
+                                        <div class="story-review-note">
+                                            <strong>Possible existing relationship</strong>
+                                            <p>@candidate.CharacterAName and @candidate.CharacterBName may already have a relationship in PlotDirector. Choose whether to link them or create a separate relationship.</p>
+                                        </div>
+                                    }
+
+                                    <fieldset class="story-character-actions">
+                                        <legend>Decision</legend>
+                                        <label>
+                                            <input type="radio" name="Relationships[@i].Action" value="@StoryIntelligenceRelationshipImportActions.CreateNew" checked data-relationship-action />
+                                            Create new relationship
+                                        </label>
+                                        <label>
+                                            <input type="radio" name="Relationships[@i].Action" value="@StoryIntelligenceRelationshipImportActions.LinkExisting" data-relationship-action @(candidate.IsExistingMatch ? string.Empty : "disabled") />
+                                            Link existing relationship
+                                        </label>
+                                        <label>
+                                            <input type="radio" name="Relationships[@i].Action" value="@StoryIntelligenceRelationshipImportActions.Alias" data-relationship-action />
+                                            Merge with another relationship
+                                        </label>
+                                        <label>
+                                            <input type="radio" name="Relationships[@i].Action" value="@StoryIntelligenceRelationshipImportActions.Ignore" data-relationship-action />
+                                            Ignore
+                                        </label>
+                                    </fieldset>
+
+                                    <div data-relationship-type-panel>
+                                        <label class="form-label" for="relationship-type-@i">Relationship type</label>
+                                        <input id="relationship-type-@i" class="form-control" name="Relationships[@i].RelationshipType" value="@candidate.RelationshipType" />
+                                    </div>
+
+                                    <div data-relationship-alias-panel hidden>
+                                        <label class="form-label" for="relationship-alias-target-@i">Merge target</label>
+                                        <select id="relationship-alias-target-@i" class="form-select" name="Relationships[@i].AliasTargetKey" data-relationship-alias-target>
+                                            <option value="">Choose relationship...</option>
+                                            @foreach (var target in Model.RelationshipReview.Candidates.Where(target => !string.Equals(target.Key, candidate.Key, StringComparison.OrdinalIgnoreCase)))
+                                            {
+                                                <option value="@target.Key">@target.CharacterAName / @target.RelationshipType / @target.CharacterBName@(target.IsExistingMatch ? $" -> {target.ExistingRelationshipLabel}" : string.Empty)</option>
+                                            }
+                                        </select>
+                                    </div>
+                                </div>
+                            </details>
+                        }
+                    </div>
+
+                    <div class="onboarding-actions">
+                        <a class="btn btn-outline-secondary" asp-action="StoryIntelligenceAssets" asp-route-batchId="@Model.BatchID">Back to assets</a>
+                        <button class="btn btn-primary" type="submit">Create relationships</button>
+                    </div>
+                </form>
+            }
+        </section>
+    </div>
+</section>
+
+@section Scripts {
+    <script>
+        (() => {
+            const form = document.querySelector("[data-relationship-review-form]");
+            if (!form) return;
+
+            const cards = () => Array.from(form.querySelectorAll("[data-relationship-card]"));
+            const setAction = (card, action) => {
+                const input = card.querySelector(`[data-relationship-action][value="${action}"]`);
+                if (input) {
+                    input.checked = true;
+                    updateCard(card);
+                }
+            };
+            const actionFor = (card) => card.querySelector("[data-relationship-action]:checked")?.value || "@StoryIntelligenceRelationshipImportActions.CreateNew";
+            const isCanonicalTarget = (card) => {
+                const action = actionFor(card);
+                return action !== "@StoryIntelligenceRelationshipImportActions.Ignore" && action !== "@StoryIntelligenceRelationshipImportActions.Alias";
+            };
+            const updateAliasTargets = () => {
+                const allCards = cards();
+                for (const card of allCards) {
+                    const body = card.querySelector("[data-relationship-key]");
+                    const ownKey = body?.getAttribute("data-relationship-key") || "";
+                    const select = card.querySelector("[data-relationship-alias-target]");
+                    if (!select) continue;
+
+                    const previous = select.value;
+                    for (const option of Array.from(select.options)) {
+                        if (!option.value) continue;
+                        const targetCard = allCards.find(item => item.querySelector("[data-relationship-key]")?.getAttribute("data-relationship-key") === option.value);
+                        option.disabled = option.value === ownKey || !targetCard || !isCanonicalTarget(targetCard);
+                    }
+                    if (select.selectedOptions[0]?.disabled) {
+                        select.value = "";
+                    } else {
+                        select.value = previous;
+                    }
+                }
+            };
+            const updateCard = (card) => {
+                const action = actionFor(card);
+                const typePanel = card.querySelector("[data-relationship-type-panel]");
+                const aliasPanel = card.querySelector("[data-relationship-alias-panel]");
+                if (typePanel) typePanel.hidden = action === "@StoryIntelligenceRelationshipImportActions.Ignore" || action === "@StoryIntelligenceRelationshipImportActions.Alias";
+                if (aliasPanel) aliasPanel.hidden = action !== "@StoryIntelligenceRelationshipImportActions.Alias";
+                updateAliasTargets();
+            };
+            document.querySelectorAll("[data-relationship-bulk]").forEach(button => {
+                button.addEventListener("click", () => {
+                    const action = button.getAttribute("data-relationship-bulk");
+                    if (action === "create-all") cards().forEach(card => setAction(card, "@StoryIntelligenceRelationshipImportActions.CreateNew"));
+                    if (action === "link-existing") cards().forEach(card => {
+                        if (card.querySelector(`[data-relationship-action][value="@StoryIntelligenceRelationshipImportActions.LinkExisting"]:not(:disabled)`)) {
+                            setAction(card, "@StoryIntelligenceRelationshipImportActions.LinkExisting");
+                        }
+                    });
+                    if (action === "ignore-all") cards().forEach(card => setAction(card, "@StoryIntelligenceRelationshipImportActions.Ignore"));
+                    if (action === "expand") cards().forEach(card => card.open = true);
+                    if (action === "collapse") cards().forEach(card => card.open = false);
+                });
+            });
+            form.querySelectorAll("[data-relationship-action]").forEach(input => {
+                input.addEventListener("change", () => updateCard(input.closest("[data-relationship-card]")));
+            });
+            cards().forEach(updateCard);
+        })();
+    </script>
+}
+
+@functions {
+    private static string Display(string? value) => string.IsNullOrWhiteSpace(value) ? "Not detected" : value;
+
+    private static Microsoft.AspNetCore.Html.IHtmlContent FutureStage(string label)
+        => new Microsoft.AspNetCore.Html.HtmlString($"<article class=\"story-future-stage\"><strong>{System.Net.WebUtility.HtmlEncode(label)}</strong><span>Coming Soon</span></article>");
+}

PlotLine/Views/Onboarding/_StoryIntelligencePipelineHeader.cshtml

@@ -6,7 +6,7 @@
         new PipelineStage("Review Characters", "Characters", true),
         new PipelineStage("Review Locations", "Locations", true),
         new PipelineStage("Review Assets", "Assets", true),
-        new PipelineStage("Review Relationships", "Relationships", false),
+        new PipelineStage("Review Relationships", "Relationships", true),
         new PipelineStage("Review Knowledge", "Knowledge", false)
     };
     var implementedReviewStages = reviewStages.Where(stage => stage.IsImplemented).ToList();

PlotLine/Views/Onboarding/_StoryIntelligencePipelineSummary.cshtml

@@ -34,8 +34,12 @@
         <strong>@(Model.AssetStageComplete ? $"Done: {Model.AssetsCreatedOrLinked:N0}" : "In review")</strong>
     </div>
     <div>
-        <span>Relationships</span>
-        <strong>Coming next</strong>
+        <span>Relationships identified</span>
+        <strong>@Model.RelationshipsIdentified.ToString("N0")</strong>
+    </div>
+    <div>
+        <span>Relationships created / linked</span>
+        <strong>@(Model.RelationshipStageComplete ? $"Done: {Model.RelationshipsCreatedOrLinked:N0}" : "In review")</strong>
     </div>
     <div>
         <span>Knowledge</span>