diff --git a/src/init.cpp b/src/init.cpp
index 92c467f27b8f05..e4b8199e1c7871 100644
--- a/src/init.cpp
+++ b/src/init.cpp
@@ -57,6 +57,7 @@
 #include <policy/feerate.h>
 #include <policy/fees/forecasters/block_policy.h>
 #include <policy/fees/forecaster_man.h>
+#include <policy/fees/forecasters/mempool.h>
 #include <policy/fees_args.h>
 #include <policy/policy.h>
 #include <policy/settings.h>
@@ -1664,6 +1665,24 @@ bool AppInitMain(NodeContext& node, interfaces::BlockAndHeaderTipInfo* tip_info)
 
     ChainstateManager& chainman = *Assert(node.chainman);
 
+    assert(!node.fee_estimator);
+    // Don't initialize block policy fee estimator if we don't relay transactions,
+    // as new data will not be appended and old data will never be updated.
+    if (!peerman_opts.ignore_incoming_txs) {
+        bool read_stale_estimates = args.GetBoolArg("-acceptstalefeeestimates", DEFAULT_ACCEPT_STALE_FEE_ESTIMATES);
+        if (read_stale_estimates && (chainparams.GetChainType() != ChainType::REGTEST)) {
+            return InitError(strprintf(_("acceptstalefeeestimates is not supported on %s chain."), chainparams.GetChainTypeString()));
+        }
+
+        node.fee_estimator = std::make_unique<FeeEstimator>(FeeestPath(args), read_stale_estimates, node.mempool.get());
+        node.fee_estimator->RegisterForecaster(std::make_unique<MemPoolForecaster>(node.mempool.get(), &(chainman.ActiveChainstate())));
+
+        // Flush block policy estimates to disk periodically
+        CBlockPolicyEstimator* block_policy_estimator = node.fee_estimator->block_policy_estimator->get();
+        scheduler.scheduleEvery([block_policy_estimator] { block_policy_estimator->FlushFeeEstimates(); }, FEE_FLUSH_INTERVAL);
+        validation_signals.RegisterValidationInterface(block_policy_estimator);
+    }
+
     assert(!node.peerman);
     node.peerman = PeerManager::make(*node.connman, *node.addrman,
                                      node.banman.get(), chainman,
diff --git a/src/policy/fees/fee_estimator.cpp b/src/policy/fees/fee_estimator.cpp
index 0c11c6811949fa..2ae859725232ab 100644
--- a/src/policy/fees/fee_estimator.cpp
+++ b/src/policy/fees/fee_estimator.cpp
@@ -2,15 +2,19 @@
 // Distributed under the MIT software license. See the accompanying
 // file COPYING or http://www.opensource.org/licenses/mit-license.php.
 
-#include <policy/fees/fee_estimator.h>
+#include <logging.h>
 #include <policy/fees.h>
+#include <policy/fees/fee_estimator.h>
 #include <policy/fees/forecaster.h>
 #include <policy/fees/forecaster_util.h>
+#include <policy/fees/forecasters/mempool.h>
+#include <txmempool.h>
 
+#include <algorithm>
 #include <utility>
 
-FeeEstimator::FeeEstimator(const fs::path& block_policy_estimator_file_path, const bool read_stale_block_policy_estimates)
-    : block_policy_estimator(std::make_unique<CBlockPolicyEstimator>(block_policy_estimator_file_path, read_stale_block_policy_estimates))
+FeeEstimator::FeeEstimator(const fs::path& block_policy_estimator_file_path, const bool read_stale_block_policy_estimates, const CTxMemPool* mempool)
+    : m_mempool(mempool), block_policy_estimator(std::make_unique<CBlockPolicyEstimator>(block_policy_estimator_file_path, read_stale_block_policy_estimates))
 {
 }
 
@@ -45,4 +49,59 @@ ForecastResult FeeEstimator::GetPolicyEstimatorEstimate(ConfirmationTarget& targ
     return ForecastResult(response);
 }
 
+std::pair<std::optional<ForecastResult>, std::vector<std::string>> FeeEstimator::GetFeeEstimateFromForecasters(ConfirmationTarget& target)
+{
+    std::vector<std::string> err_messages;
+
+    // Check for mempool availability
+    if (m_mempool == nullptr) {
+        err_messages.emplace_back("Mempool not available.");
+        return {std::nullopt, err_messages};
+    }
+
+    {
+        LOCK(m_mempool->cs);
+        if (!m_mempool->GetLoadTried()) {
+            err_messages.emplace_back("Mempool not finished loading; can't get accurate feerate forecast.");
+            return {std::nullopt, err_messages};
+        }
+    }
+
+    // Retrieve forecasts from policy estimator and mempool forecasters
+    const auto policy_estimator_forecast = GetPolicyEstimatorEstimate(target);
+    if (policy_estimator_forecast.empty()) {
+        err_messages.emplace_back(strprintf("%s: %s", forecastTypeToString(policy_estimator_forecast.GetResponse().forecaster),
+                                            policy_estimator_forecast.GetError().value_or("")));
+    }
+
+    auto mempool_forecaster = forecasters.find(ForecastType::MEMPOOL_FORECAST);
+    Assume(mempool_forecaster != forecasters.end());
+    const auto mempool_forecast = mempool_forecaster->second->EstimateFee(target);
+    if (mempool_forecast.empty()) {
+        err_messages.emplace_back(strprintf("%s: %s", forecastTypeToString(mempool_forecast.GetResponse().forecaster),
+                                            mempool_forecast.GetError().value_or("")));
+    }
+
+    std::optional<ForecastResult> selected_forecast{std::nullopt};
+    if (!policy_estimator_forecast.empty() && !mempool_forecast.empty()) {
+        // Use the forecast with the lower fee rate when both forecasts are available
+        selected_forecast = std::min(mempool_forecast, policy_estimator_forecast);
+    } else if (!policy_estimator_forecast.empty()) {
+        // Use the policy estimator forecast if mempool forecast is not available
+        selected_forecast = policy_estimator_forecast;
+    } // Note: If both are empty, selected_forecast remains nullopt
+
+    if (selected_forecast) {
+        const auto& forecast = *selected_forecast;
+        LogDebug(BCLog::ESTIMATEFEE, "FeeEst %s: Block height %s, low priority feerate %s %s/kvB, high priority feerate %s %s/kvB.\n",
+                 forecastTypeToString(forecast.GetResponse().forecaster),
+                 forecast.GetResponse().current_block_height,
+                 CFeeRate(forecast.GetResponse().low_priority.fee, forecast.GetResponse().low_priority.size).GetFeePerK(),
+                 CURRENCY_ATOM,
+                 CFeeRate(forecast.GetResponse().high_priority.fee, forecast.GetResponse().high_priority.size).GetFeePerK(),
+                 CURRENCY_ATOM);
+    }
+    return {selected_forecast, err_messages};
+}
+
 FeeEstimator::~FeeEstimator() = default;
diff --git a/src/policy/fees/forecaster_man.h b/src/policy/fees/forecaster_man.h
index 4856b947089b2b..3de9506f5fe21d 100644
--- a/src/policy/fees/forecaster_man.h
+++ b/src/policy/fees/forecaster_man.h
@@ -1,4 +1,4 @@
-// Copyright (c) 2025 The Bitcoin Core developers
+// Copyright (c) 2024 The Bitcoin Core developers
 // Distributed under the MIT software license. See the accompanying
 // file COPYING or http://www.opensource.org/licenses/mit-license.php.
 
@@ -17,46 +17,41 @@ class ForecastResult;
 
 enum class ForecastType;
 
-<<<<<<< HEAD:src/policy/fees/forecaster_man.h
-/** \class FeeRateForecasterManager
- * Module for managing and utilising multiple fee rate forecasters to provide a forecast for a target.
-=======
 struct ConfirmationTarget;
 
 /** \class FeeEstimator
  * Module for managing and utilising multiple fee rate forecasters to provide fee estimates.
->>>>>>> bc19c02ff3f (fees: add `GetPolicyEstimatorEstimate` method):src/policy/fees/fee_estimator.h
  *
- * The FeeRateForecasterManager class allows for the registration of multiple fee rate
+ * The ForecasterManager class allows for the registration of multiple fee rate
  * forecasters.
  */
-class FeeRateForecasterManager
+class ForecasterManager
 {
 private:
-    //! Map of all registered forecasters to their unique pointers.
+    //! Map of all registered forecasters to their shared pointers.
     std::unordered_map<ForecastType, std::unique_ptr<Forecaster>> forecasters;
 
     //! Given a confirmation target get a fee estimate from Block Policy Estimator
     ForecastResult GetPolicyEstimatorEstimate(ConfirmationTarget& target) const;
 
 public:
-    //! Optional unique pointer to block Block policy forecaster.
-    std::optional<std::unique_ptr<CBlockPolicyEstimator>> block_policy_forecaster;
+    //! Optional unique pointer to block Block policy estimator.
+    std::optional<std::unique_ptr<CBlockPolicyEstimator>> block_policy_estimator;
 
     /**
-     * Constructor that initialises FeeRateForecasterManager with a Block policy forecaster forecaster
+     * Constructor that initialises ForecasterManager with a Block policy forecaster forecaster
      *
-     * @param[in] block_policy_forecaster_file_path Path to the Block policy forecaster dump file.
-     * @param[in] read_stale_block_policy_data Boolean flag indicating whether to read stale Block policy forecaster data.
+     * @param[in] block_policy_estimator_file_path Path to the Block policy estimator estimator dump file.
+     * @param[in] read_stale_block_policy_estimates Boolean flag indicating whether to read stale Block policy estimator estimates.
      */
-    FeeRateForecasterManager(const fs::path& block_policy_forecaster_file_path, const bool read_stale_block_policy_data);
+    ForecasterManager(const fs::path& block_policy_forecaster_file_path, const bool read_stale_block_policy_data);
 
     /**
-     * Default constructor that initialises without a Block policy forecaster.
+     * Default constructor that initialises without a Block policy estimator estimator.
      */
-    FeeRateForecasterManager();
+    ForecasterManager();
 
-    ~FeeRateForecasterManager();
+    ~ForecasterManager();
 
     /**
      * Register a forecaster to provide fee rate estimates.