diff --git a/CHANGELOG.md b/CHANGELOG.md
index 2c1e0fc4db..f7b142e353 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -12,7 +12,7 @@ Full documentation for ROCm Compute Profiler is available at [https://rocm.docs.
 
 * Sorting of PC sampling by type: offset or count.
 
-* Add rocprof-compute Text User Interface (TUI) support for analyze mode
+* Add rocprof-compute Text User Interface (TUI) support for analyze mode (beta version)
   * A command line based user interface to support interactive single-run analysis
   * launch with `--tui` option in analyze mode. i.e., `rocprof-compute analyze --tui`
 
diff --git a/src/rocprof_compute_tui/analysis_tui.py b/src/rocprof_compute_tui/analysis_tui.py
index ffe755c550..b47755b4d0 100644
--- a/src/rocprof_compute_tui/analysis_tui.py
+++ b/src/rocprof_compute_tui/analysis_tui.py
@@ -37,6 +37,7 @@ class tui_analysis(OmniAnalyze_Base):
     def __init__(self, args, supported_archs, path):
         super().__init__(args, supported_archs)
         self.path = str(path)
+        self.arch = None
 
     # -----------------------
     # Required child methods
@@ -95,10 +96,10 @@ class tui_analysis(OmniAnalyze_Base):
         # load required configs
         sysinfo_path = Path(self.path)
         sys_info = file_io.load_sys_info(sysinfo_path.joinpath("sysinfo.csv"))
-        arch = sys_info.iloc[0]["gpu_arch"]
+        self.arch = sys_info.iloc[0]["gpu_arch"]
         args = self.get_args()
         self.generate_configs(
-            arch,
+            self.arch,
             args.config_dir,
             args.list_stats,
             args.filter_metrics,
@@ -112,15 +113,13 @@ class tui_analysis(OmniAnalyze_Base):
         #    For regular single node case, load sysinfo.csv directly
         #    For multi-node, either the default "all", or specified some,
         #    pick up the one in the 1st sub_dir. We could fix it properly later.
-        sysinfo_path = Path(self.path)
         w.sys_info = file_io.load_sys_info(sysinfo_path.joinpath("sysinfo.csv"))
-        arch = w.sys_info.iloc[0]["gpu_arch"]
-        mspec = self.get_socs()[arch]._mspec
+        mspec = self.get_socs()[self.arch]._mspec
         if args.specs_correction:
             w.sys_info = parser.correct_sys_info(mspec, args.specs_correction)
         w.avail_ips = w.sys_info["ip_blocks"].item().split("|")
-        w.dfs = copy.deepcopy(self._arch_configs[arch].dfs)
-        w.dfs_type = self._arch_configs[arch].dfs_type
+        w.dfs = copy.deepcopy(self._arch_configs[self.arch].dfs)
+        w.dfs_type = self._arch_configs[self.arch].dfs_type
         self._runs[self.path] = w
 
         return self._runs
@@ -130,10 +129,39 @@ class tui_analysis(OmniAnalyze_Base):
         """Run TUI analysis."""
         super().run_analysis()
 
+        roof_plot = None
+        # 1. check if not baseline && compatible soc:
+        if self.arch in [
+            # >= MI200
+            "gfx90a",
+            "gfx940",
+            "gfx941",
+            "gfx942",
+            "gfx950",
+        ]:
+            # add roofline plot to cli output
+            self.get_socs()[self.arch].analysis_setup(
+                roofline_parameters={
+                    "workload_dir": self.path,
+                    "device_id": 0,
+                    "sort_type": "kernels",
+                    "mem_level": "ALL",
+                    "include_kernel_names": False,
+                    "is_standalone": False,
+                    "roofline_data_type": "FP32",
+                }
+            )
+            roof_obj = self.get_socs()[self.arch].roofline_obj
+
+            if roof_obj:
+                # NOTE: using default data type
+                roof_plot = roof_obj.cli_generate_plot(roof_obj.get_dtype()[0])
+
         results = process_panels_to_dataframes(
             self.get_args(),
             self._runs,
-            self._arch_configs[self._runs[self.path].sys_info.iloc[0]["gpu_arch"]],
+            self._arch_configs[self.arch],
             self._profiling_config,
+            roof_plot=roof_plot,
         )
         return results
diff --git a/src/rocprof_compute_tui/utils/tui_utils.py b/src/rocprof_compute_tui/utils/tui_utils.py
index ef3f87e6d8..c4179c2c3d 100644
--- a/src/rocprof_compute_tui/utils/tui_utils.py
+++ b/src/rocprof_compute_tui/utils/tui_utils.py
@@ -287,7 +287,9 @@ def get_table_dfs():
     return section_dfs
 
 
-def process_panels_to_dataframes(args, runs, archConfigs, profiling_config):
+def process_panels_to_dataframes(
+    args, runs, archConfigs, profiling_config, roof_plot=None
+):
     """
     Process panel data into pandas DataFrames.
     Returns a nested dictionary structure with DataFrames and tui_style information.
@@ -416,7 +418,7 @@ def process_panels_to_dataframes(args, runs, archConfigs, profiling_config):
                         # Save to CSV if requested
                         if args.df_file_dir:
                             save_dataframe_to_csv(df, table_id_str, table_config, args)
-
+    result_structure["roofline"] = roof_plot
     return dict(result_structure)
 
 
diff --git a/src/rocprof_compute_tui/views/main_view.py b/src/rocprof_compute_tui/views/main_view.py
index f797e3a90a..dbd28720de 100644
--- a/src/rocprof_compute_tui/views/main_view.py
+++ b/src/rocprof_compute_tui/views/main_view.py
@@ -237,6 +237,10 @@ class MainView(Horizontal):
                 else:
                     self.app.call_from_thread(self.refresh_results)
                     self.logger.info("Step 8: Analysis completed successfully")
+                    if self.dfs["roofline"]:
+                        self.logger.info("Step 8: Roofline data available")
+                    else:
+                        self.logger.info("Step 8: Roofline data not available")
             except Exception as e:
                 self.logger.error(f"Step 8 failed - Error running analysis: {str(e)}")
                 raise
diff --git a/src/rocprof_compute_tui/widgets/charts.py b/src/rocprof_compute_tui/widgets/charts.py
index 806e615748..c1c791ba12 100644
--- a/src/rocprof_compute_tui/widgets/charts.py
+++ b/src/rocprof_compute_tui/widgets/charts.py
@@ -263,6 +263,45 @@ def px_simple_multi_bar(df, title=None, id=None):
     return dfigs
 
 
+class RooflinePlot(Static):
+    """Roofline Plot visualization widget."""
+
+    DEFAULT_CSS = """
+    RooflinePlot {
+        border: solid $accent;
+        padding: 0;
+        width: auto;
+        height: auto;
+        overflow-y: auto;
+        overflow-x: auto;
+        background: $surface;
+        color: $text;
+    }
+    """
+
+    def __init__(self, df: pd.DataFrame, **kwargs):
+        """Initialize the roofline plot"""
+        super().__init__("", classes="roofline", **kwargs)
+        self.df = df
+
+        # Disable markup rendering
+        self._render_markup = False
+
+        try:
+            plot_str = ""
+            try:
+                result = self.df["roofline"]
+                if result:
+                    plot_str = str(result)
+            except:
+                plot_str = "No roofline data generated"
+
+            self.update(plot_str)
+        except Exception as e:
+            error_message = f"Roofline plot error: {str(e)}\n{traceback.format_exc()}"
+            self.update(error_message)
+
+
 class MemoryChart(Static):
     """Memory chart visualization widget."""
 
@@ -317,95 +356,6 @@ class MemoryChart(Static):
             self.update(f"Error: {str(error_message)}")
 
 
-class RooflinePlot(PlotextPlot):
-    """
-    HACK: will be replaced with real roof line plot
-    Roofline plot visualization widget.
-    """
-
-    DEFAULT_CSS = """
-    RooflinePlot {
-        padding: 1;
-        width: auto;
-        height: auto;
-        background: $surface;
-        color: $text;
-        border: solid $accent;
-    }
-    """
-
-    def __init__(self, *args, **kwargs):
-        super().__init__(*args, **kwargs)
-        self.styles.height = "75%"
-        self.styles.width = "75%"
-        self.plot_initialized = False
-        self.plt.theme("pro")
-
-    def on_mount(self):
-        self.refresh_plot()
-
-    def refresh_plot(self):
-        # Get the current size of this widget
-        plot_width, plot_height = self.size
-
-        # Configure the plot size
-        self.plt.plot_size(plot_width, plot_height)
-        self.create_roofline()
-        self.plot_initialized = True
-
-    def on_resize(self):
-        if self.plot_initialized:
-            self.refresh_plot()
-
-    def create_roofline(self):
-        """Generate the roofline plot data and visualization."""
-        # Roofline model parameters
-        peak_performance = 1000.0  # GFLOPS
-        memory_bandwidth = 100.0  # GB/s
-
-        # For memory-bound region (diagonal line)
-        x_mem = [0.1, 0.5, 1.0, 5.0, 10.0]
-        y_mem = [x * memory_bandwidth for x in x_mem]
-
-        # For compute-bound region (horizontal line)
-        x_comp = [10.0, 20.0, 50.0, 100.0]
-        y_comp = [peak_performance] * len(x_comp)
-
-        # Example workloads with safe values
-        workloads = [
-            (0.5, 45.0, "Workload A"),  # Memory bound
-            (2.0, 180.0, "Workload B"),  # Memory bound
-            (15.0, 950.0, "Workload C"),  # Compute bound
-            (30.0, 980.0, "Workload D"),  # Compute bound
-        ]
-
-        # Clear the plot and set properties
-        self.plt.clear_figure()
-        self.plt.title("Roofline Model (🚧 Under Construction)")
-        self.plt.xlabel("Arithmetic Intensity (FLOPs/Byte)")
-        self.plt.ylabel("Performance (GFLOP/sec)")
-
-        # Plot memory-bound and compute-bound lines
-        self.plt.plot(x_mem, y_mem, label="Memory Bound")
-        self.plt.plot(x_comp, y_comp, label="Compute Bound")
-
-        # Add workload points
-        workload_x = [w[0] for w in workloads]
-        workload_y = [w[1] for w in workloads]
-        workload_names = [w[2] for w in workloads]
-
-        # Plot workload points one by one to avoid errors
-        for i in range(len(workload_x)):
-            self.plt.scatter([workload_x[i]], [workload_y[i]], label=workload_names[i])
-
-        # Set a reasonable view range
-        self.plt.xlim(0, 100)
-        self.plt.ylim(0, 1100)
-
-        # Draw the plot
-        self.refresh()
-
-
 class SimpleBar(Static):
     """Simple Bar visualization widget."""
 
diff --git a/src/rocprof_compute_tui/widgets/collapsibles.py b/src/rocprof_compute_tui/widgets/collapsibles.py
index 7690653a21..efe1d97dd3 100644
--- a/src/rocprof_compute_tui/widgets/collapsibles.py
+++ b/src/rocprof_compute_tui/widgets/collapsibles.py
@@ -93,10 +93,6 @@ def create_widget_from_data(df: pd.DataFrame, tui_style: Optional[str] = None) -
             case "mem_chart":
                 return MemoryChart(df)
 
-            case "roofline":
-                # TODO: implement real roofline plot
-                pass
-
             case "simple_bar":
                 return SimpleBar(df)
 
@@ -150,12 +146,12 @@ def build_subsection(
         widgets.append(widget)
 
         collapsible = Collapsible(*widgets, title=title, collapsed=collapsed)
-
-    # HACK: only because no real roofline data right now
     elif tui_style == "roofline":
-        widget = VerticalScroll(RooflinePlot())
-        collapsible = Collapsible(widget, title=title, collapsed=collapsed)
-
+        if dfs["roofline"]:
+            widget = RooflinePlot(dfs)
+            collapsible = Collapsible(widget, title=title, collapsed=collapsed)
+        else:
+            return None
     # Fallback for subsections without data or style
     else:
         collapsible = Collapsible(
@@ -228,7 +224,8 @@ def build_section_from_config(
         for subsection_config in section_config["subsections"]:
             try:
                 subsection = build_subsection(subsection_config, dfs)
-                children.append(subsection)
+                if subsection:
+                    children.append(subsection)
             except Exception as e:
                 error_msg = f"{subsection_config.get('title', 'Unknown')} error: {str(e)}"
                 children.append(Label(error_msg, classes="warning"))
diff --git a/src/roofline.py b/src/roofline.py
index 37b0e7f3af..8f4327a881 100644
--- a/src/roofline.py
+++ b/src/roofline.py
@@ -109,27 +109,57 @@ class Roofline:
     def roof_setup(self):
         # Setup the workload directory for roofline profiling.
         workload_dir_val = self.__run_parameters.get("workload_dir")
-        if (
-            workload_dir_val
-            and Path(workload_dir_val).name == "workloads"
-            and Path(workload_dir_val).parent == Path(os.getcwd())
-        ):
-            app_name = getattr(self.__args, "name", "default_app_name")
-            gpu_model_name = getattr(self.__mspec, "gpu_model", "default_gpu_model")
-            self.__run_parameters["workload_dir"] = str(
-                Path(workload_dir_val).joinpath(
-                    app_name,
-                    gpu_model_name,
-                )
-            )
 
-        current_workload_dir = self.__run_parameters.get("workload_dir")
-        if current_workload_dir:
-            Path(current_workload_dir).mkdir(parents=True, exist_ok=True)
-        else:
+        if not workload_dir_val:
             console_error(
                 "Workload directory is not set. Cannot perform setup.", exit=False
             )
+            return
+
+        if isinstance(workload_dir_val, list):
+            if not workload_dir_val or not workload_dir_val[0]:
+                console_error(
+                    "Workload directory list is empty or invalid. Cannot perform setup.",
+                    exit=False,
+                )
+                return
+            # Handle nested list structure [0][0] or simple list [0]
+            base_dir = (
+                workload_dir_val[0][0]
+                if isinstance(workload_dir_val[0], (list, tuple))
+                else workload_dir_val[0]
+            )
+        else:
+            # workload_dir_val is a string
+            base_dir = workload_dir_val
+
+        base_path = Path(base_dir)
+
+        if base_path.name == "workloads" and base_path.parent == Path(os.getcwd()):
+
+            app_name = getattr(self.__args, "name", "default_app_name")
+            gpu_model_name = getattr(self.__mspec, "gpu_model", "default_gpu_model")
+
+            # Create the new path
+            new_path = base_path / app_name / gpu_model_name
+
+            # Update workload_dir with the new path, maintaining original data structure
+            if isinstance(workload_dir_val, list):
+                # Update the nested list structure
+                if isinstance(workload_dir_val[0], (list, tuple)):
+                    self.__run_parameters["workload_dir"][0][0] = str(new_path)
+                else:
+                    self.__run_parameters["workload_dir"][0] = str(new_path)
+            else:
+                # Update string value
+                self.__run_parameters["workload_dir"] = str(new_path)
+
+            final_dir = str(new_path)
+        else:
+            final_dir = base_dir
+
+        # Create the directory
+        Path(final_dir).mkdir(parents=True, exist_ok=True)
 
     @demarcate
     def empirical_roofline(
@@ -593,37 +623,56 @@ class Roofline:
             )
             return
 
+        # Normalize workload_dir to get the base directory
+        workload_dir = self.__run_parameters.get("workload_dir")
+        if workload_dir is None:
+            console_error(
+                "workload_dir is not set",
+                exit=False,
+            )
+            return
+
+        # Extract base directory path regardless of whether workload_dir is list or string
+        if isinstance(workload_dir, list):
+            if not workload_dir or not workload_dir[0]:
+                console_error(
+                    "workload_dir list is empty or contains invalid entries",
+                    exit=False,
+                )
+                return
+            # Handle nested list structure [0][0] or simple list [0]
+            base_dir = (
+                workload_dir[0][0]
+                if isinstance(workload_dir[0], (list, tuple))
+                else workload_dir[0]
+            )
+        else:
+            # workload_dir is a string
+            base_dir = workload_dir
+        self.roof_setup()
+
+        # Convert to Path object for easier manipulation
+        base_path = Path(base_dir)
+
         # Check proper datatype input - takes single str
         if not isinstance(dtype, str):
             console_error("Unsupported datatype input - must be str")
 
-        if (
-            not isinstance(self.__run_parameters["workload_dir"], list)
-            and self.__run_parameters["workload_dir"] != None
-        ):
-            self.roof_setup()
-
         # Change vL1D to a interpretable str, if required
         if "vL1D" in self.__run_parameters["mem_level"]:
             self.__run_parameters["mem_level"].remove("vL1D")
             self.__run_parameters["mem_level"].append("L1")
 
-        roofline_csv = str(
-            Path(self.__run_parameters["workload_dir"][0][0]).joinpath("roofline.csv")
-        )
-        roofline_csv_exists = Path(roofline_csv).is_file()
-        if not roofline_csv_exists:
+        roofline_csv = base_path / "roofline.csv"
+        if not roofline_csv.is_file():
             console_log("roofline", "{} does not exist".format(roofline_csv))
             return
 
-        app_path = str(
-            Path(self.__run_parameters["workload_dir"][0][0]).joinpath("pmc_perf.csv")
-        )
-        roofline_exists = Path(app_path).is_file()
-        if not roofline_exists:
-            console_error("roofline", "{} does not exist".format(app_path))
+        pmc_perf_csv = base_path / "pmc_perf.csv"
+        if not pmc_perf_csv.is_file():
+            console_error("roofline", "{} does not exist".format(pmc_perf_csv))
         t_df = OrderedDict()
-        t_df["pmc_perf"] = pd.read_csv(app_path)
+        t_df["pmc_perf"] = pd.read_csv(pmc_perf_csv)
 
         color_scheme = {
             "HBM": "blue+",
diff --git a/src/utils/roofline_calc.py b/src/utils/roofline_calc.py
index b599f10f3c..c141c349ad 100644
--- a/src/utils/roofline_calc.py
+++ b/src/utils/roofline_calc.py
@@ -590,9 +590,18 @@ def calc_ai(mspec, sort_type, ret_df):
 
 
 def constuct_roof(roofline_parameters, dtype):
-    benchmark_results = str(
-        Path(roofline_parameters["workload_dir"][0][0]).joinpath("roofline.csv")
-    )
+    workload_dir = roofline_parameters.get("workload_dir")
+    if isinstance(workload_dir, list):
+        base_dir = (
+            workload_dir[0][0]
+            if isinstance(workload_dir[0], (list, tuple))
+            else workload_dir[0]
+        )
+    else:
+        base_dir = workload_dir
+
+    benchmark_results = str(Path(base_dir) / "roofline.csv")
+
     # -----------------------------------------------------
     # Initialize roofline data dictionary from roofline.csv
     # -----------------------------------------------------