diff --git a/docs/make.jl b/docs/make.jl
index 96576af..c64b869 100644
--- a/docs/make.jl
+++ b/docs/make.jl
@@ -107,9 +107,11 @@ makedocs(;
         ],
         "Performance Checking" => [
             "PerfChecker.jl" => "perf/perf_checker.md",
+            "Tutorial" => "perf/tutorial.md",
             "Interface" => "perf/perf_interface.md",
             "BenchmarkToolsExt" => "perf/benchmark_ext.md",
-            "ChairmarksExt" => "perf/chairmarks_ext.md"
+            "ChairmarksExt" => "perf/chairmarks_ext.md",
+            "API" => "perf/api.md"
         ],
         "API" => [
             "Public" => "public_api.md",
diff --git a/docs/src/perf/api.md b/docs/src/perf/api.md
new file mode 100644
index 0000000..8695b70
--- /dev/null
+++ b/docs/src/perf/api.md
@@ -0,0 +1,7 @@
+# API
+
+Here's the API for PerfChecker.jl
+
+```@autodocs
+Modules=[PerfChecker]
+```
diff --git a/docs/src/perf/chairmarks_ext.md b/docs/src/perf/chairmarks_ext.md
index 02cf9fe..166a17a 100644
--- a/docs/src/perf/chairmarks_ext.md
+++ b/docs/src/perf/chairmarks_ext.md
@@ -30,4 +30,3 @@ Options specific to this backend with their default values are defined as:
 :samples => nothing
 :gc => true
 ```
-
diff --git a/docs/src/perf/perf_checker.md b/docs/src/perf/perf_checker.md
index 8a8f40a..4906f5a 100644
--- a/docs/src/perf/perf_checker.md
+++ b/docs/src/perf/perf_checker.md
@@ -1,7 +1,48 @@
 # PerfChecker.jl
 
-Documentation for `PerfChecker.jl`.
+PerfChecker.jl is a package designed for package authors to easily performance test their packages.
+To achieve that, it provides the follwing features:
 
-```@autodocs
-Modules=[PerfChecker]
+- The main macro `@check`, which provides an easy-to-use interface over various interfaces, configurable for various backends via a dictionary.
+- (WIP) A CI for reproducible performance testing.
+- Visualization of different metrics from `@check` using Makie.jl
+
+## Usage
+
+The primary usage of PerfChecker.jl looks like this:
+
+```julia
+  using PerfChecker
+  # optional using custom backend like BenchmarkTools, Chairmark etc 
+  config = Dict(:option1 => "value1", :option2 => :value2)
+  
+  results = @check :name_of_backend config begin
+    # preparatory code goes here
+  end begin
+    # the code block to be performance tested goes here
+  end
+
+  # Visualization of the results
+  using Makie
+  checkres_to_scatterlines(results)
 ```
+
+The config dictionary can take many options, depending on the backend.
+
+Some of the commonly used options are:
+- `:PATH` => The path where to the default environment of julia when creating a new process.
+- `:pkgs` => A list of versions to test performance for. Its defined as the `Tuple`, `(name::String, option::Symbol, versions::Vector{VersionNumber}, last_or_first::Bool)` Can be given as follows:
+  - `name` is the name of the package.
+  - `option` is one of the 5 symbols:
+    - `:patches`: last patch or first patch of a version
+    - `:breaking`: last breaking or next breaking version
+    - `:major`: previous or next major version
+    - `:minor`: previous or next minor version
+    - `:custom`: custom version numbers (provide any boolean value for `last_or_first` in this case as it doesn't matter)
+  - `versions`: The input for the provided `option`
+  - `last_or_first`: Input for the provided `option`
+- `:tags` => A list of tags (a vector of symbols) to easily tag performance tests.
+- `:devops` => Giving a custom input to `Pkg.develop`. Intended to be used to test performance of a local development branch of a pacakge with previous versions. Often can be used as simply as `:devops => "MyPackageName"`
+- `:threads` => An integer to select the number of threads to start Julia with.
+
+Checkout the documentation of the other backends for more default options and the default values.
diff --git a/docs/src/perf/tutorial.md b/docs/src/perf/tutorial.md
new file mode 100644
index 0000000..f72dbcf
--- /dev/null
+++ b/docs/src/perf/tutorial.md
@@ -0,0 +1,68 @@
+# Tutorial
+
+Taken from PerfChecker.jl examples, this is a guide for performance testing of PatterFolds.jl package using Chairmarks.jl
+
+Using PerfChecker.jl requires an environment with the dependencies present in it.
+
+The actual script looks like this:
+
+```julia
+using PerfChecker, Chairmarks, CairoMakie
+
+d = Dict(:path => @__DIR__, :evals => 10, :samples => 1000,
+    :seconds => 100, :tags => [:patterns, :intervals],
+    :pkgs => (
+        "PatternFolds", :custom, [v"0.2.0", v"0.2.1", v"0.2.2", v"0.2.3", v"0.2.4"], true),
+    :devops => "PatternFolds")
+
+x = @check :chairmark d begin
+    using PatternFolds
+end begin
+    # Intervals
+    itv = Interval{Open, Closed}(0.0, 1.0)
+    i = IntervalsFold(itv, 2.0, 1000)
+
+    unfold(i)
+    collect(i)
+    reverse(collect(i))
+
+    # Vectors
+    vf = make_vector_fold([0, 1], 2, 1000)
+
+    unfold(vf)
+    collect(vf)
+    reverse(collect(vf))
+
+    rand(vf, 1000)
+
+    return nothing
+end
+
+mkpath(joinpath(@__DIR__, "visuals"))
+
+c = checkres_to_scatterlines(x, Val(:chairmark))
+save(joinpath(@__DIR__, "visuals", "chair_evolution.png"), c)
+
+for kwarg in [:times, :gctimes, :bytes, :allocs]
+    c2 = checkres_to_boxplots(x, Val(:chairmark); kwarg)
+    save(joinpath(@__DIR__, "visuals", "chair_boxplots_$kwarg.png"), c2)
+end
+```
+
+`d` here is the configuration dictionary.
+`x` stores the results from performance testing
+
+The code below the macro call is for plotting and storing the plots. It creates the visuals folder and stores the following plots in the folder:
+
+Boxplots from Chairmarks for allocations:
+
+![chair_boxplots](https://github.com/JuliaConstraints/PerfChecker.jl/blob/main/perf/PatternFolds/visuals/chair_boxplots_allocs.png?raw=true)
+
+Boxplots from Chairmarks for times:
+
+![chair_times](https://github.com/JuliaConstraints/PerfChecker.jl/blob/main/perf/PatternFolds/visuals/chair_boxplots_times.png?raw=true)
+
+Evolution of different metrics across versions according to Chairmarks:
+
+![chair_evolution](https://github.com/JuliaConstraints/PerfChecker.jl/blob/main/perf/PatternFolds/visuals/chair_evolution.png?raw=true)
+