diff --git a/src/Policy/StellaOps.Policy.Engine/BatchEvaluation/BatchExceptionLoader.cs b/src/Policy/StellaOps.Policy.Engine/BatchEvaluation/BatchExceptionLoader.cs
new file mode 100644
index 000000000..1ac8b29a1
--- /dev/null
+++ b/src/Policy/StellaOps.Policy.Engine/BatchEvaluation/BatchExceptionLoader.cs
@@ -0,0 +1,165 @@
+// <copyright file="BatchExceptionLoader.cs" company="StellaOps">
+// Copyright (c) StellaOps. All rights reserved.
+// Licensed under the AGPL-3.0-or-later license.
+// </copyright>
+
+using System.Collections.Concurrent;
+using Microsoft.Extensions.Logging;
+using StellaOps.Policy.Engine.Adapters;
+using StellaOps.Policy.Engine.Evaluation;
+
+namespace StellaOps.Policy.Engine.BatchEvaluation;
+
+/// <summary>
+/// Options for batch exception loading.
+/// </summary>
+public sealed class BatchExceptionLoaderOptions
+{
+    /// <summary>
+    /// Maximum number of items in a batch before forcing eager load. Default: 10.
+    /// </summary>
+    public int EagerLoadThreshold { get; set; } = 10;
+
+    /// <summary>
+    /// Whether to pre-warm the cache for all tenants in the batch. Default: true.
+    /// </summary>
+    public bool EnablePreWarming { get; set; } = true;
+}
+
+/// <summary>
+/// Interface for batch-optimized exception loading.
+/// </summary>
+internal interface IBatchExceptionLoader
+{
+    /// <summary>
+    /// Pre-loads exceptions for all tenants in a batch to minimize database round-trips.
+    /// </summary>
+    /// <param name="tenantIds">Distinct tenant IDs from the batch.</param>
+    /// <param name="asOf">Point in time for expiry filtering.</param>
+    /// <param name="cancellationToken">Cancellation token.</param>
+    Task PreLoadExceptionsAsync(
+        IEnumerable<Guid> tenantIds,
+        DateTimeOffset asOf,
+        CancellationToken cancellationToken = default);
+
+    /// <summary>
+    /// Gets exceptions for a tenant, using pre-loaded cache if available.
+    /// </summary>
+    /// <param name="tenantId">Tenant identifier.</param>
+    /// <param name="asOf">Point in time for expiry filtering.</param>
+    /// <param name="cancellationToken">Cancellation token.</param>
+    /// <returns>Policy evaluation exceptions for the tenant.</returns>
+    Task<PolicyEvaluationExceptions> GetExceptionsAsync(
+        Guid tenantId,
+        DateTimeOffset asOf,
+        CancellationToken cancellationToken = default);
+
+    /// <summary>
+    /// Clears the batch-level cache after processing is complete.
+    /// </summary>
+    void ClearBatchCache();
+}
+
+/// <summary>
+/// Batch-optimized exception loader that pre-warms the cache and provides
+/// memory-efficient access to exceptions across batch evaluation items.
+/// </summary>
+internal sealed class BatchExceptionLoader : IBatchExceptionLoader
+{
+    private readonly IExceptionAdapter _adapter;
+    private readonly BatchExceptionLoaderOptions _options;
+    private readonly ILogger<BatchExceptionLoader> _logger;
+
+    // Batch-level cache to avoid repeated dictionary lookups during batch processing
+    private readonly ConcurrentDictionary<Guid, PolicyEvaluationExceptions> _batchCache = new();
+
+    public BatchExceptionLoader(
+        IExceptionAdapter adapter,
+        Microsoft.Extensions.Options.IOptions<BatchExceptionLoaderOptions> options,
+        ILogger<BatchExceptionLoader> logger)
+    {
+        _adapter = adapter ?? throw new ArgumentNullException(nameof(adapter));
+        _options = options?.Value ?? new BatchExceptionLoaderOptions();
+        _logger = logger ?? throw new ArgumentNullException(nameof(logger));
+    }
+
+    /// <inheritdoc />
+    public async Task PreLoadExceptionsAsync(
+        IEnumerable<Guid> tenantIds,
+        DateTimeOffset asOf,
+        CancellationToken cancellationToken = default)
+    {
+        ArgumentNullException.ThrowIfNull(tenantIds);
+
+        var distinctTenants = tenantIds.Distinct().ToList();
+
+        if (!_options.EnablePreWarming || distinctTenants.Count < _options.EagerLoadThreshold)
+        {
+            _logger.LogDebug(
+                "Skipping pre-warm: EnablePreWarming={Enabled}, TenantCount={Count}, Threshold={Threshold}",
+                _options.EnablePreWarming,
+                distinctTenants.Count,
+                _options.EagerLoadThreshold);
+            return;
+        }
+
+        _logger.LogDebug("Pre-loading exceptions for {Count} tenants", distinctTenants.Count);
+
+        // Load exceptions for all tenants concurrently, but limit parallelism
+        await Parallel.ForEachAsync(
+            distinctTenants,
+            new ParallelOptions
+            {
+                MaxDegreeOfParallelism = Math.Min(4, distinctTenants.Count),
+                CancellationToken = cancellationToken
+            },
+            async (tenantId, ct) =>
+            {
+                try
+                {
+                    var exceptions = await _adapter.LoadExceptionsAsync(tenantId, asOf, ct)
+                        .ConfigureAwait(false);
+
+                    // Store in batch cache for fast lookup during evaluation
+                    _batchCache.TryAdd(tenantId, exceptions);
+                }
+                catch (Exception ex) when (ex is not OperationCanceledException)
+                {
+                    _logger.LogWarning(ex, "Failed to pre-load exceptions for tenant {TenantId}", tenantId);
+                    // Continue with other tenants; this tenant will load on-demand
+                }
+            }).ConfigureAwait(false);
+
+        _logger.LogDebug("Pre-loaded exceptions for {Count} tenants into batch cache", _batchCache.Count);
+    }
+
+    /// <inheritdoc />
+    public async Task<PolicyEvaluationExceptions> GetExceptionsAsync(
+        Guid tenantId,
+        DateTimeOffset asOf,
+        CancellationToken cancellationToken = default)
+    {
+        // Check batch cache first (populated by PreLoadExceptionsAsync)
+        if (_batchCache.TryGetValue(tenantId, out var cached))
+        {
+            return cached;
+        }
+
+        // Fall back to adapter (which has its own caching)
+        var exceptions = await _adapter.LoadExceptionsAsync(tenantId, asOf, cancellationToken)
+            .ConfigureAwait(false);
+
+        // Add to batch cache for potential subsequent lookups in same batch
+        _batchCache.TryAdd(tenantId, exceptions);
+
+        return exceptions;
+    }
+
+    /// <inheritdoc />
+    public void ClearBatchCache()
+    {
+        var count = _batchCache.Count;
+        _batchCache.Clear();
+        _logger.LogDebug("Cleared batch cache with {Count} entries", count);
+    }
+}
diff --git a/src/Policy/StellaOps.Policy.Engine/DependencyInjection/PolicyEngineServiceCollectionExtensions.cs b/src/Policy/StellaOps.Policy.Engine/DependencyInjection/PolicyEngineServiceCollectionExtensions.cs
index 403003163..5bd8ec343 100644
--- a/src/Policy/StellaOps.Policy.Engine/DependencyInjection/PolicyEngineServiceCollectionExtensions.cs
+++ b/src/Policy/StellaOps.Policy.Engine/DependencyInjection/PolicyEngineServiceCollectionExtensions.cs
@@ -318,4 +318,26 @@ public static class PolicyEngineServiceCollectionExtensions
 
         return services;
     }
+
+    /// <summary>
+    /// Adds batch exception loader services for optimized batch evaluation scenarios.
+    /// Pre-warms exception cache when evaluating multiple findings in a single batch.
+    /// </summary>
+    /// <param name="services">Service collection.</param>
+    /// <param name="configure">Optional configuration for batch exception loader options.</param>
+    /// <returns>The service collection for chaining.</returns>
+    public static IServiceCollection AddBatchExceptionLoader(
+        this IServiceCollection services,
+        Action<BatchEvaluation.BatchExceptionLoaderOptions>? configure = null)
+    {
+        if (configure is not null)
+        {
+            services.Configure(configure);
+        }
+
+        // Register the batch exception loader (transient - per-request batch scope)
+        services.TryAddTransient<BatchEvaluation.IBatchExceptionLoader, BatchEvaluation.BatchExceptionLoader>();
+
+        return services;
+    }
 }
\ No newline at end of file
diff --git a/src/Policy/StellaOps.Policy.Engine/Services/ExceptionAwareEvaluationService.cs b/src/Policy/StellaOps.Policy.Engine/Services/ExceptionAwareEvaluationService.cs
index ed6dd5c95..e01e64c95 100644
--- a/src/Policy/StellaOps.Policy.Engine/Services/ExceptionAwareEvaluationService.cs
+++ b/src/Policy/StellaOps.Policy.Engine/Services/ExceptionAwareEvaluationService.cs
@@ -1,3 +1,4 @@
+using System.Collections.Immutable;
 using Microsoft.Extensions.Logging;
 using StellaOps.Policy.Engine.Adapters;
 using StellaOps.Policy.Engine.Evaluation;