diff --git a/docs/guides/addons.mdx b/docs/guides/addons.mdx
index 06c0bd83acd..2bd019155a5 100644
--- a/docs/guides/addons.mdx
+++ b/docs/guides/addons.mdx
@@ -7,12 +7,31 @@ description: Understand the Qiskit addon tools, which help you build utility-gra
# Advanced techniques - Qiskit addons
-Qiskit addons are a collection of research capabilities for enabling algorithm discovery at the utility scale. These modular software components can plug into a [workflow](/docs/guides/intro-to-patterns) to scale or design new quantum algorithms. Many of these addons are powered by the `qiskit-addon-utils` package. See the [Qiskit addon utilities documentation](https://qiskit.github.io/qiskit-addon-utils/) for more information.
+Qiskit addons are a collection of research capabilities for enabling algorithm discovery at the utility scale. These modular software components build on Qiskit’s performant foundation and can plug into a [workflow](/docs/guides/intro-to-patterns) to scale or design new quantum algorithms. This page highlights the available tools across key functional categories to help you choose relevant capabilities when building your workflows.
+
+## Map domain problems
+These capabilities specialize in mapping domain problems into quantum operators and circuits for execution on a quantum computer.
+
+
+
+
-
+
+## Optimize circuits for hardware execution
+These capabilities are useful for reducing circuit depth and typically come with an increased sampling overhead.
+
+
+## Manage noise for expectation value estimation
+Use the following addons to manage noise when building quantum workloads that estimate expectation values of observables.
-
+
-
-
+
+
+
+## Manage noise for sampling results
+These techniques are useful for managing noise on sampling results.
+
+
+
+
+
+
+
+## Supporting capabilities
+Use these capabilities to support and compose your workflows that leverage other addons.
+
+
+
+
diff --git a/scripts/config/cspell/dictionaries/qiskit.txt b/scripts/config/cspell/dictionaries/qiskit.txt
index 10edc429a19..f44277536fb 100644
--- a/scripts/config/cspell/dictionaries/qiskit.txt
+++ b/scripts/config/cspell/dictionaries/qiskit.txt
@@ -237,6 +237,7 @@ litellm
lnot
lqiskit
mapomatic
+Markovian
mathbb
mathbf
mathcal