diff --git a/src/00_intro/abstract.tex b/src/00_intro/abstract.tex
new file mode 100644
index 0000000000000000000000000000000000000000..7b9f94fa5cdf69394e8041899a85ff4b2fdff259
--- /dev/null
+++ b/src/00_intro/abstract.tex
@@ -0,0 +1,12 @@
+\chapter*{Abstract}
+    This report presents the comprehensive development of \enquote{PanPal: A chef's chatbot}, aimed at enhancing the SmartEating platform by integrating an interactive cooking assistant.
+    The project addresses the absence of a chatbot to assist users with various cooking-related tasks, leveraging both an OpenAI GPT model and Mixtral, an open source large language model (LLM) hosted at OST.
+    The report provides an in-depth analysis of the planning, execution, and evaluation phases of the project, highlighting the methodologies, risk management strategies, and the overall development lifecycle.
+
+    The final product is a robust, user-friendly chatbot fully integrated into the SmartEating infrastructure.
+    It offers a hands-free experience, allowing users to interact with the assistant without needing to touch their devices.
+    Despite some limitations, the project successfully meets its objectives and lays the groundwork for future enhancements.
+    Key achievements include the development of a versatile cooking assistant, the successful integration of the chatbot into the SmartEating platform, and the implementation of effective project management strategies.
+
+    The report includes a comparative analysis of the available assistants to aid users in making informed choices.
+    The report also highlights areas for future work, such as improving the Mixtral assistant's capabilities.
diff --git a/src/01_management-summary/management-summary.tex b/src/01_management-summary/management-summary.tex
index 6e0bd4109b826a1c65a9311fb2852c8ad0070469..33911a4cb65a24e73bca7b6a070c7c66264e4e4f 100644
--- a/src/01_management-summary/management-summary.tex
+++ b/src/01_management-summary/management-summary.tex
@@ -4,6 +4,7 @@
         As described in the \nameref{sec:project-documentation/initial-project-description}, the SmartEating platform lacks an interactive chatbot.
         This chatbot should be able to assist the user with various cooking related tasks.
         Additionally, the chatbot should integrate a GPT model from OpenAI as well as an large language model hosted at OST.
+        Furthermore, the chatbot should provide a hands-free experience for the user.
 
     \section{Techniques}
         As a first step, \hyperref[sec:project-plan/processes-meetings]{Scrum} was selected as a short-term project management framework to iteratively create a working, presentable product.
@@ -15,6 +16,8 @@
         The user can choose between the \hyperref[sec:product-documentation/architecture/c4-diagrams/code-diagram/openai]{OpenAI assistant}, which uses the OpenAI API and the \hyperref[sec:product-documentation/architecture/c4-diagrams/code-diagram/mixtral]{Mixtral assistant}, which uses the Mixtral model hosted at OST.
         The chatbot was developed such that a new assistant can be easily integrated.
 
+        To provide a hands-free experience, the assistants can transcribe audio and respond by speaking their answer.
+
         \begin{figure}[H]
             \centering
             \noindent\makebox[\textwidth]{
@@ -42,8 +45,6 @@
             }
         \end{figure}
 
-        To help users make an informed decision about which assistant is best for them, the assistants are \hyperref[sec:appendix/assistant-comparison]{compared}.
-
         The chatbot is fully integrated into the SmartEating infrastructure.
 
         \begin{figure}[H]
@@ -53,6 +54,8 @@
             }
             \caption{SmartEating platform with integrated chatbot}
         \end{figure}
+
+        To help users make an informed decision about which assistant is best for them, the assistants are \hyperref[sec:appendix/assistant-comparison]{compared}.
     
     \section{Outlook}
         During the project, several improvements were identified.
@@ -64,4 +67,4 @@
 
     \section{Conclusion}
         The \enquote{PanPal: A chef's chatbot} project integrates a robust and user-friendly chatbot into the existing SmartEating platform.
-        While there is still room for improvement to enhance the user experience, the resulting product provides the desired range of functionality.
+        Despite some limitations, such as the Mixtral assistant's issues with ingredient quantities and step-by-step instructions, the project successfully meets its objectives and lays the groundwork for future enhancements.
diff --git a/src/main.tex b/src/main.tex
index 951be08645d2d46b3b0418e440ca93732eb72e49..d851ad22a10298f9210c6df53cb4caa30af35a12 100644
--- a/src/main.tex
+++ b/src/main.tex
@@ -20,6 +20,7 @@
 \frontmatter
 
 \input{title-page}
+\input{00_intro/abstract}
 \input{00_intro/achnowledgements}
 \tableofcontents
 
diff --git a/src/main_public.tex b/src/main_public.tex
index 4e0e8bbe5d94cb9f3829dbdd965aeb16234c2cee..2c025bc223eac72335f6f06b190c4b59e4109661 100644
--- a/src/main_public.tex
+++ b/src/main_public.tex
@@ -20,6 +20,7 @@
 \frontmatter
 
 \input{title-page}
+\input{00_intro/abstract}
 \input{00_intro/achnowledgements}
 \tableofcontents