diff --git a/demo/_showcase/ansys-qoi/README.md b/demo/_showcase/ansys-qoi/README.md
index 3dc11110..1226fa6a 100644
--- a/demo/_showcase/ansys-qoi/README.md
+++ b/demo/_showcase/ansys-qoi/README.md
@@ -1,6 +1,6 @@
-# QoI-Based Surrogate Modeling Workflow
+# QoI-based Workflows with Ansys Fluent and Terreract
 
-This showcase demonstrates an end-to-end workflow for building QoI-based surrogate models from Ansys simulation data using Tesseract.
+This showcase demonstrates an end-to-end workflow for building QoI-based surrogate models from Ansys simulation data using Tesseract. The overall workflow is illustrated below and demonstrated within our [QoI-based surrogacy showcase](https://si-tesseract.discourse.group/t/qoi-based-workflows-with-ansys-fluent-and-terreract/110).
 
 ## Overview
 
diff --git a/demo/_showcase/ansys-shapeopt/README.md b/demo/_showcase/ansys-shapeopt/README.md
index 8a45891e..bc1319d3 100644
--- a/demo/_showcase/ansys-shapeopt/README.md
+++ b/demo/_showcase/ansys-shapeopt/README.md
@@ -1,6 +1,6 @@
-# Ansys Tesseract Integration
+# Parametric Shape Optimization of Rocket Fins with Ansys SpaceClaim and PyAnsys
 
-This directory contains an example Tesseract configuration and scripts demonstrating how to use Tesseract-JAX with Ansys spaceclaim and PyMAPDL. The overall workflow is illustrated below:
+This directory contains an example Tesseract configuration and scripts demonstrating how to use Tesseract-JAX with Ansys SpaceClaim and PyMAPDL. The overall workflow is illustrated below and demonstrated within our [rocket fin optimization showcase](https://si-tesseract.discourse.group/t/parametric-shape-optimization-of-rocket-fins-with-ansys-spaceclaim-and-pyansys/109):
 
 ![Workflow](imgs/workflow_1.png)
 
@@ -36,13 +36,13 @@ A machine B, ideally running linux, with:
 In Windows Powershell, install the the required dependencies by running:
 
 ```bash
-pip install tesseract-core[runtime] trimesh
+$ pip install tesseract-core[runtime] trimesh
 ```
 
 Clone this repository, navigate to `demo/_showcase/ansys-shapeopt/spaceclaim` and start the Tesseract runtime server with:
 
 ```bash
-tesseract-runtime serve --port <port_number_1> --host 0.0.0.0
+$ tesseract-runtime serve --port <port_number_1> --host 0.0.0.0
 ```
 Note that we do not build a Tesseract Docker image for SpaceClaim in this example. Instead, we use an existing SpaceClaim installation directly from the host machine. More details about this Tesseract can be found [here](https://docs.pasteurlabs.ai/projects/tesseract-core/latest/content/examples/ansys_integration/spaceclaim_tess.html).
 
@@ -61,15 +61,15 @@ replace "v242" with your Ansys version and ensure the path is correct. More deta
 On machine B, navigate to `demo/_showcase/ansys-shapeopt/` and run
 
 ```bash
-pip install -r requirements.txt
+$ pip install -r requirements.txt
 ```
 
 and build the needed tesseracts using
 
 ```bash
-tesseract build spaceclaim
-tesseract build pymapdl
-tesseract build sdf_fd
+$ tesseract build spaceclaim
+$ tesseract build pymapdl
+$ tesseract build sdf_fd
 ```
 
 ### Run the notebook
diff --git a/docs/content/examples/ansys_integration/pymapdl_tess.md b/docs/content/examples/ansys_integration/pymapdl_tess.md
index dfc844ec..dca6a2f9 100644
--- a/docs/content/examples/ansys_integration/pymapdl_tess.md
+++ b/docs/content/examples/ansys_integration/pymapdl_tess.md
@@ -6,11 +6,13 @@ The Tesseract computes structural compliance using finite element analysis and p
 
 ```{seealso}
 The full code for this Tesseract can be found under `demo/_showcase/ansys-shapeopt/pymapdl` in the [Tesseract Core repository](https://github.com/pasteurlabs/tesseract-core/tree/main/demo/_showcase/ansys-shapeopt/pymapdl).
+
+The Tesseract can be seen in action within our [rocket fin optimization showcase](https://si-tesseract.discourse.group/t/parametric-shape-optimization-of-rocket-fins-with-ansys-spaceclaim-and-pyansys/109).
 ```
 
 ## Prerequisites
 
-This example requires a running ANSYS MAPDL server accessible via gRPC, e.g. via:
+This example requires a running Ansys MAPDL server accessible via gRPC, e.g. via:
 
 ```bash
 # Linux
@@ -94,6 +96,10 @@ The `abstract_eval` function computes output shapes based on input shapes withou
 
 ## Demo script
 
+```{seealso}
+The full code for this demo can be found in `demo/_showcase/ansys-shapeopt/pymapdl/demo.py` in the [Tesseract Core repository](https://github.com/pasteurlabs/tesseract-core/blob/main/demo/_showcase/ansys-shapeopt/pymapdl/demo.py).
+```
+
 This demo shows a complete workflow for a cantilever beam problem. It requires you set environment variables pointing to the MAPDL server:
 
 ```bash
diff --git a/docs/content/examples/ansys_integration/spaceclaim_tess.md b/docs/content/examples/ansys_integration/spaceclaim_tess.md
index 8cc3bab8..0cacdb97 100644
--- a/docs/content/examples/ansys_integration/spaceclaim_tess.md
+++ b/docs/content/examples/ansys_integration/spaceclaim_tess.md
@@ -4,6 +4,8 @@ This guide outlines how to wrap Ansys SpaceClaim as a Tesseract. For this, we wi
 
 ```{seealso}
 The full code for this Tesseract can be found under `demo/_showcase/ansys-shapeopt/spaceclaim` in the [Tesseract Core repository](https://github.com/pasteurlabs/tesseract-core/tree/main/demo/_showcase/ansys-shapeopt/spaceclaim).
+
+The Tesseract can be seen in action within our [rocket fin optimization showcase](https://si-tesseract.discourse.group/t/parametric-shape-optimization-of-rocket-fins-with-ansys-spaceclaim-and-pyansys/109).
 ```
 
 ## Why SpaceClaim as a Tesseract?
@@ -12,6 +14,11 @@ Complex CAD models imported from parametric CAD software often require pre-proce
 
 SpaceClaim is commonly used to generate parametric geometries and perform pre-processing actions on them. In this example we demonstrate the use of SpaceClaim as a geometry engine within Tesseract-driven processing pipelines. This unlocks powerful applications operating on real-world CAD geometries.
 
+```{figure} ../../../img/spaceclaim_tesseract_workflow.png
+
+Architecture of the SpaceClaim Tesseract implemented here.
+```
+
 ## Core concepts
 
 ### Folder structure
@@ -93,8 +100,8 @@ $ pip install -r tesseract_requirements.txt
 
 When using SpaceClaim as a geometry engine, the goal is typically to map design parameters in the parametric CAD model to a surface mesh. Here, we are creating a SpaceClaim Tesseract that operates on a grid fin geometry with a number of parameters representing the position of bars and their thickness.
 
-```{seealso}
-The explanation and intuation behind the inputs is explained further in the [demo](https://si-tesseract.discourse.group/c/showcase/11).
+```{note}
+This particular choice of inputs and outputs is motivated in our [rocket fin optimization showcase](https://si-tesseract.discourse.group/t/parametric-shape-optimization-of-rocket-fins-with-ansys-spaceclaim-and-pyansys/109).
 ```
 
 #### Input schema
@@ -131,14 +138,14 @@ The `apply` function that we are invoking with the above command builds each of
 :pyobject: apply
 ```
 
-To build the geometries we first prepare the SpaceClaim `.scscript` by replacing placeholder values with the user inputs via string substituation. SpaceClaim is then run, outputting `.stl` meshes that are read with `trimesh`.
+To build the geometries we first prepare the SpaceClaim `.scscript` by replacing placeholder values with the user inputs via string substitution. SpaceClaim is then run, outputting `.stl` meshes that are read with `trimesh`.
 
 ```{literalinclude} ../../../../demo/_showcase/ansys-shapeopt/spaceclaim/tesseract_api.py
 :language: python
 :pyobject: build_geometries
 ```
 
-The `.scscript` preperation is unique to this grid fin example, with the user input values being processed into dictionaries that are then used within the string substituation. For a different geometry one would have to create their own `.scscript` and dictionaries with all the neccessary inputs required.
+The `.scscript` preperation is unique to this grid fin example, with the user input values being processed into dictionaries that are then used within the string substitution. For a different geometry one would have to create their own `.scscript` and dictionaries with all the neccessary inputs required.
 
 ```{literalinclude} ../../../../demo/_showcase/ansys-shapeopt/spaceclaim/tesseract_api.py
 :language: python
@@ -204,7 +211,7 @@ curl -Method POST `
      -Body '{"inputs":{"differentiable_parameters":[[200,600,0,3.14,0.39,3.53,0.79,3.93,1.18,4.32,1.57,4.71,1.96,5.11,2.36,5.50,2.75,5.89],[400,400,0,3.14,0.39,3.53,0.79,3.93,1.18,4.32,1.57,4.71,1.96,5.11,2.36,5.50,2.75,5.89]],"non_differentiable_parameters":[[800,100],[800,100]],"string_parameters":["F:\\Ansys installations\\ANSYS Inc\\v241\\scdm\\SpaceClaim.exe","geometry_generation.scscript"]}}'
 ```
 
-After about (~15 seconds) the mesh output is returned and displayed in text form in your terminal. The point coordinates and cells correspond to a grid fin like below (shown with randomised cross beam locations).
+After about ~15 seconds the mesh output is returned and displayed in text form in your terminal. The point coordinates and cells correspond to a grid fin like below (shown with randomised cross beam locations).
 
 ```{figure} ../../../img/grid_fin_stl.png
 
@@ -215,4 +222,4 @@ Grid fin geometry shown with randomised beam locations.
 
 Invoking SpaceClaim via HTTP is only the start of the Tesseract journey.
 
-For example, by using finite difference approximations under the hood, we can make the resulting geometry [differentiable](../../introduction/differentiable-programming.md) with respect to the design parameters. For a concrete demonstration of end-to-end shape optimization in action, please have a look at our [grid fin optimization showcase](https://si-tesseract.discourse.group/c/showcase/11).
+For example, by using finite difference approximations under the hood, we can make the resulting geometry [differentiable](../../introduction/differentiable-programming.md) with respect to the design parameters. For a concrete demonstration of end-to-end shape optimization in action, please have a look at our [rocket fin optimization showcase](https://si-tesseract.discourse.group/t/parametric-shape-optimization-of-rocket-fins-with-ansys-spaceclaim-and-pyansys/109).
diff --git a/docs/img/spaceclaim_tesseract_workflow.png b/docs/img/spaceclaim_tesseract_workflow.png
new file mode 100644
index 00000000..dd432042
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