diff --git a/src/best/BestResults.cpp b/src/best/BestResults.cpp
index 9f2d779..c0b8622 100644
--- a/src/best/BestResults.cpp
+++ b/src/best/BestResults.cpp
@@ -6,6 +6,7 @@
 #include <algorithm>
 #include "common/Colors.h"
 #include "common/CLocale.h"
+#include "common/Paths.h"
 #include "results/Result.h"
 #include "BestResultsExcel.h"
 #include "best/Statistics.h"
@@ -59,16 +60,12 @@ namespace platform {
             std::cerr << Colors::MAGENTA() << "No results found for model " << model << " and score " << score << Colors::RESET() << std::endl;
             exit(1);
         }
-        std::string bestFileName = path + bestResultFile();
+        std::string bestFileName = path + Paths::bestResultsFile(score, model);
         std::ofstream file(bestFileName);
         file << bests;
         file.close();
         return bestFileName;
     }
-    std::string BestResults::bestResultFile()
-    {
-        return "best_results_" + score + "_" + model + ".json";
-    }
     std::pair<std::string, std::string> getModelScore(std::string name)
     {
         // results_accuracy_BoostAODE_MacBookpro16_2023-09-06_12:27:00_1.json
@@ -150,7 +147,7 @@ namespace platform {
     }
     void BestResults::listFile()
     {
-        std::string bestFileName = path + bestResultFile();
+        std::string bestFileName = path + Paths::bestResultsFile(score, model);
         if (FILE* fileTest = fopen(bestFileName.c_str(), "r")) {
             fclose(fileTest);
         } else {
@@ -196,7 +193,7 @@ namespace platform {
         auto maxDate = std::filesystem::file_time_type::max();
         for (const auto& model : models) {
             this->model = model;
-            std::string bestFileName = path + bestResultFile();
+            std::string bestFileName = path + Paths::bestResultsFile(score, model);
             if (FILE* fileTest = fopen(bestFileName.c_str(), "r")) {
                 fclose(fileTest);
             } else {
@@ -306,7 +303,7 @@ namespace platform {
             json table = buildTableResults(models);
             std::vector<std::string> datasets = getDatasets(table.begin().value());
             BestResultsExcel excel_report(score, datasets);
-            excel_report.reportSingle(model, path + bestResultFile());
+            excel_report.reportSingle(model, path + Paths::bestResultsFile(score, model));
             messageExcelFile(excel_report.getFileName());
         }
     }
@@ -346,7 +343,7 @@ namespace platform {
                     }
                 }
                 model = models.at(idx);
-                excel.reportSingle(model, path + bestResultFile());
+                excel.reportSingle(model, path + Paths::bestResultsFile(score, model));
             }
             messageExcelFile(excel.getFileName());
         }
diff --git a/src/best/BestResults.h b/src/best/BestResults.h
index 2815e97..2098dea 100644
--- a/src/best/BestResults.h
+++ b/src/best/BestResults.h
@@ -22,7 +22,6 @@ namespace platform {
         void messageExcelFile(const std::string& fileName);
         json buildTableResults(std::vector<std::string> models);
         void printTableResults(std::vector<std::string> models, json table);
-        std::string bestResultFile();
         json loadFile(const std::string& fileName);
         void listFile();
         std::string path;
diff --git a/src/commands/b_main.cpp b/src/commands/b_main.cpp
index e4b0ea1..ab1de9a 100644
--- a/src/commands/b_main.cpp
+++ b/src/commands/b_main.cpp
@@ -36,6 +36,7 @@ void manageArguments(argparse::ArgumentParser& program)
     program.add_argument("--hyperparameters").default_value("{}").help("Hyperparameters passed to the model in Experiment");
     program.add_argument("--hyper-file").default_value("").help("Hyperparameters file name." \
         "Mutually exclusive with hyperparameters. This file should contain hyperparameters for each dataset in json format.");
+    program.add_argument("--hyper-best").default_value(false).help("Use best results of the model as source of hyperparameters").implicit_value(true);
     program.add_argument("-m", "--model")
         .help("Model to use: " + platform::Models::instance()->toString())
         .action([](const std::string& value) {
@@ -93,7 +94,7 @@ int main(int argc, char** argv)
     manageArguments(program);
     std::string file_name, model_name, title, hyperparameters_file, datasets_file, discretize_algo, smooth_strat, score;
     json hyperparameters_json;
-    bool discretize_dataset, stratified, saveResults, quiet, no_train_score, generate_fold_files, graph;
+    bool discretize_dataset, stratified, saveResults, quiet, no_train_score, generate_fold_files, graph, hyper_best;
     std::vector<int> seeds;
     std::vector<std::string> file_names;
     std::vector<std::string> filesToTest;
@@ -117,9 +118,17 @@ int main(int argc, char** argv)
         hyperparameters_json = json::parse(hyperparameters);
         hyperparameters_file = program.get<std::string>("hyper-file");
         no_train_score = program.get<bool>("no-train-score");
+        hyper_best = program.get<bool>("hyper-best");
         generate_fold_files = program.get<bool>("generate-fold-files");
-        if (hyperparameters_file != "" && hyperparameters != "{}") {
-            throw runtime_error("hyperparameters and hyper_file are mutually exclusive");
+        if (hyper_best) {
+            // Build the best results file_name
+            hyperparameters_file = platform::Paths::results() + platform::Paths::bestResultsFile(score, model_name);
+            // ignore this parameter
+            hyperparameters = "{}";
+        } else {
+            if (hyperparameters_file != "" && hyperparameters != "{}") {
+                throw runtime_error("hyperparameters and hyper_file are mutually exclusive");
+            }
         }
         title = program.get<std::string>("title");
         if (title == "" && file_name == "all") {
@@ -188,7 +197,7 @@ int main(int argc, char** argv)
 
     platform::HyperParameters test_hyperparams;
     if (hyperparameters_file != "") {
-        test_hyperparams = platform::HyperParameters(datasets.getNames(), hyperparameters_file);
+        test_hyperparams = platform::HyperParameters(datasets.getNames(), hyperparameters_file, hyper_best);
     } else {
         test_hyperparams = platform::HyperParameters(datasets.getNames(), hyperparameters_json);
     }
diff --git a/src/common/Paths.h b/src/common/Paths.h
index 6c6e471..f8b8f8e 100644
--- a/src/common/Paths.h
+++ b/src/common/Paths.h
@@ -32,6 +32,10 @@ namespace platform {
                 throw std::runtime_error("Could not create directory " + path);
             }
         }
+        static std::string bestResultsFile(const std::string& score, const std::string& model)
+        {
+            return "best_results_" + score + "_" + model + ".json";
+        }
         static std::string excelResults() { return "some_results.xlsx"; }
         static std::string grid_input(const std::string& model)
         {
diff --git a/src/main/HyperParameters.cpp b/src/main/HyperParameters.cpp
index f10113e..719a921 100644
--- a/src/main/HyperParameters.cpp
+++ b/src/main/HyperParameters.cpp
@@ -19,7 +19,7 @@ namespace platform {
             std::ostream_iterator<std::string>(ss, delim.c_str()));
         return ss.str();
     }
-    HyperParameters::HyperParameters(const std::vector<std::string>& datasets, const std::string& hyperparameters_file)
+    HyperParameters::HyperParameters(const std::vector<std::string>& datasets, const std::string& hyperparameters_file, bool best)
     {
         // Check if file exists
         std::ifstream file(hyperparameters_file);
@@ -28,7 +28,14 @@ namespace platform {
         }
         // Check if file is a json
         json file_hyperparameters = json::parse(file);
-        auto input_hyperparameters = file_hyperparameters["results"];
+        json input_hyperparameters;
+        if (best) {
+            for (const auto& [key, value] : file_hyperparameters.items()) {
+                input_hyperparameters[key] = value[1];
+            }
+        } else {
+            input_hyperparameters = file_hyperparameters["results"];
+        }
         // Check if hyperparameters are valid
         for (const auto& dataset : datasets) {
             if (!input_hyperparameters.contains(dataset)) {
diff --git a/src/main/HyperParameters.h b/src/main/HyperParameters.h
index 2a1aec0..ed1b948 100644
--- a/src/main/HyperParameters.h
+++ b/src/main/HyperParameters.h
@@ -10,14 +10,17 @@ namespace platform {
     class HyperParameters {
     public:
         HyperParameters() = default;
+        // Constructor to use command line hyperparameters
         explicit HyperParameters(const std::vector<std::string>& datasets, const json& hyperparameters_);
-        explicit HyperParameters(const std::vector<std::string>& datasets, const std::string& hyperparameters_file);
+        // Constructor to use hyperparameters file generated by grid or by best results
+        explicit HyperParameters(const std::vector<std::string>& datasets, const std::string& hyperparameters_file, bool best = false);
         ~HyperParameters() = default;
         bool notEmpty(const std::string& key) const { return !hyperparameters.at(key).empty(); }
         void check(const std::vector<std::string>& valid, const std::string& fileName);
         json get(const std::string& fileName);
     private:
         std::map<std::string, json> hyperparameters;
+        bool best = false; // Used to separate grid/best hyperparameters as the format of those files are different
     };
 } /* namespace platform */
 #endif
\ No newline at end of file