diff --git a/docs/Project.toml b/docs/Project.toml
new file mode 100644
index 000000000..dfa65cd10
--- /dev/null
+++ b/docs/Project.toml
@@ -0,0 +1,2 @@
+[deps]
+Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4"
diff --git a/docs/make.jl b/docs/make.jl
new file mode 100644
index 000000000..a5df4a673
--- /dev/null
+++ b/docs/make.jl
@@ -0,0 +1,16 @@
+using Documenter
+using AdvancedVI
+
+# Doctest setup
+DocMeta.setdocmeta!(AdvancedVI, :DocTestSetup, :(using AdvancedVI); recursive=true)
+
+makedocs(;
+    sitename="AdvancedVI",
+    pages=[
+        "Home" => "index.md",
+        "API" => "api.md",
+    ],
+    doctest=false,
+)
+
+deploydocs(; repo="github.com/TuringLang/AdvancedVI.jl.git", push_preview=true)
diff --git a/docs/src/api.md b/docs/src/api.md
new file mode 100644
index 000000000..b34e8c9b2
--- /dev/null
+++ b/docs/src/api.md
@@ -0,0 +1,6 @@
+## API
+
+```@docs
+vi
+ADVI
+```
diff --git a/docs/src/index.md b/docs/src/index.md
new file mode 100644
index 000000000..9592c5638
--- /dev/null
+++ b/docs/src/index.md
@@ -0,0 +1,5 @@
+# AdvancedVI
+
+[AdvancedVI](https://github.com/TuringLang/AdvancedVI.jl) provides implementations of variational Bayesian inference (VI) algorithms.
+VI algorithms perform scalable and computationally efficient Bayesian inference at the cost of asymptotic exactness.
+`AdvancedVI` is part of the [Turing](https://turinglang.org/) probabilistic programming ecosystem.