diff --git a/grapher/lib/grapher/plotters/compare.cpp b/grapher/lib/grapher/plotters/compare.cpp
index 0bfb40c..77d99c0 100644
--- a/grapher/lib/grapher/plotters/compare.cpp
+++ b/grapher/lib/grapher/plotters/compare.cpp
@@ -52,7 +52,7 @@ void plotter_compare_t::plot(benchmark_set_t const &bset,
 
   for (group_descriptor_t const &descriptor : group_descriptors) {
     // Plot init
-    sciplot::Plot plot;
+    sciplot::Plot2D plot;
     apply_config(plot, config);
 
     // Generating predicates
diff --git a/grapher/lib/grapher/plotters/compare_by.cpp b/grapher/lib/grapher/plotters/compare_by.cpp
index 7dde257..bcb0908 100644
--- a/grapher/lib/grapher/plotters/compare_by.cpp
+++ b/grapher/lib/grapher/plotters/compare_by.cpp
@@ -2,6 +2,7 @@
 #include <filesystem>
 #include <fstream>
 #include <string>
+#include <thread>
 #include <vector>
 
 #include <boost/container/small_vector.hpp>
@@ -127,7 +128,6 @@ grapher::json_t plotter_compare_by_t::get_default_config() const {
 void plotter_compare_by_t::plot(benchmark_set_t const &bset,
                                 std::filesystem::path const &dest,
                                 grapher::json_t const &config) const {
-  namespace sp = sciplot;
   namespace fs = std::filesystem;
 
   // Config reading
@@ -156,9 +156,11 @@ void plotter_compare_by_t::plot(benchmark_set_t const &bset,
 
   // Drawing, ie. unwrapping the nested maps and drawing curves + saving plots
 
+  std::vector<std::thread> thread_pool;
+
   for (auto const &[key, curve_aggregate] : curve_aggregate_map) {
     // Plot init
-    sp::Plot plot;
+    sciplot::Plot2D plot;
     apply_config(plot, config);
 
     for (auto const &[bench_name, benchmark_curve] : curve_aggregate) {
@@ -205,7 +207,14 @@ void plotter_compare_by_t::plot(benchmark_set_t const &bset,
       }
     }
 
-    save_plot(plot, dest / to_string(key, demangle), config);
+    // Writing in parallel
+    thread_pool.emplace_back(&save_plot, std::move(plot),
+                             dest / to_string(key, demangle), config);
+  }
+
+  // Joining before returning
+  for (std::thread &t : thread_pool) {
+    t.join();
   }
 }
 
diff --git a/grapher/lib/grapher/plotters/stack.cpp b/grapher/lib/grapher/plotters/stack.cpp
index b6ab8ef..a88b4a8 100644
--- a/grapher/lib/grapher/plotters/stack.cpp
+++ b/grapher/lib/grapher/plotters/stack.cpp
@@ -6,6 +6,7 @@
 
 #include <fmt/core.h>
 
+#include <sciplot/Plot2D.hpp>
 #include <sciplot/sciplot.hpp>
 
 #include "grapher/core.hpp"
@@ -40,16 +41,14 @@ void plotter_stack_t::plot(benchmark_set_t const &bset,
 
   // Drawing
 
-  std::vector<sciplot::Plot> plots;
+  std::vector<sciplot::Plot2D> plots;
 
   // Storing max y value for normalization
   double max_y_val = 0.;
 
   /// Draws a stacked curve graph for a given benchmark
-  auto draw_plot = [&](benchmark_case_t const &bench) -> sciplot::Plot {
-    namespace sp = sciplot;
-
-    sp::Plot plot;
+  auto draw_plot = [&](benchmark_case_t const &bench) -> sciplot::Plot2D {
+    sciplot::Plot2D plot;
     apply_config(plot, config);
 
     // x axis
diff --git a/grapher/lib/grapher/utils/json.cpp b/grapher/lib/grapher/utils/json.cpp
index f423d07..e5643a8 100644
--- a/grapher/lib/grapher/utils/json.cpp
+++ b/grapher/lib/grapher/utils/json.cpp
@@ -7,6 +7,8 @@
 #include <fstream>
 
 #include <nlohmann/json.hpp>
+#include <sciplot/Canvas.hpp>
+#include <sciplot/Figure.hpp>
 
 namespace grapher {
 
@@ -80,9 +82,9 @@ write_descriptors(std::vector<group_descriptor_t> const &descriptors) {
   grapher::json_t::array_t res;
   res.reserve(descriptors.size());
 
-  for (group_descriptor_t const &d : descriptors) {
-    res.push_back(group_descriptor_json(d));
-  }
+  std::transform(descriptors.begin(), descriptors.end(),
+                 std::back_inserter(res), &group_descriptor_json);
+
   return res;
 }
 
@@ -137,7 +139,7 @@ grapher::json_t merge_into(grapher::json_t a, grapher::json_t const &b) {
   return a;
 }
 
-void save_plot(sciplot::Plot const &plot, std::string const &dest,
+void save_plot(sciplot::Plot2D const &plot, std::string const &dest,
                grapher::json_t const &config) {
   namespace fs = std::filesystem;
   std::vector<std::string> plot_file_extensions = config.value(
@@ -157,7 +159,7 @@ void save_plot(sciplot::Plot const &plot, std::string const &dest,
       file_dest.replace_filename(new_filename);
     }
 
-    plot.save(dest + extension);
+    sciplot::Canvas{{sciplot::Figure{{plot}}}}.save(dest + extension);
   }
 }