fix management summary

src/01_management-summary/management-summary.tex

 \chapter{Management Summary}
 
     \section{Problem}
-        As described in the \nameref{sec:project-documentation/initial-project-description}, the SmartEating platform lacks an interactive chatbot.
+        As described in the \nameref{sec:project-documentation/initial-project-description}, the Smart Eating 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.
+        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.
         To ensure that the project would be completed within the given timeframe, \hyperref[sec:project-documentation/long-term-plan/phases]{RUP} was chosen as a long-term project management framework.
-        I have chose these project management frameworks because I already gathered some experience with them in previous projects.
+        I have these project management frameworks because I already gathered some experience with them in previous projects.
 
     \section{Results}
         The final solution successfully addresses the problem by delivering a robust, user-friendly chatbot.
@@ -45,14 +45,14 @@
             }
         \end{figure}
 
-        The chatbot is fully integrated into the SmartEating infrastructure.
+        The chatbot is fully integrated into the Smart Eating infrastructure.
 
         \begin{figure}[H]
             \centering
             \noindent\makebox[\textwidth]{
                 \includegraphics[width=1.3\linewidth]{screenshots/smart_eating.png}
             }
-            \caption{SmartEating platform with integrated chatbot}
+            \caption{Smart Eating 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}.
@@ -62,9 +62,10 @@
 
         The Mixtral assistant could be improved with further prompt engineering and providing a tool to search for the relevant recipe information.
         The implementation of noise cancelling will allow users to use the chatbot even in noisy conditions.
+        If a user wants to swap ingredients, the chatbot should respect the user's preferences, allergies and eating habits.
 
         These improvements, as well as eliminating the \hyperref[sec:product-documentation/limitations]{current limitations}, will provide a better user experience.
 
     \section{Conclusion}
-        The \enquote{PanPal: A chef's chatbot} project integrates a robust and user-friendly chatbot into the existing SmartEating platform.
+        The \enquote{PanPal: A chef's chatbot} project integrates a robust and user-friendly chatbot into the existing Smart Eating platform.
         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.