diff --git a/src/02_product-documentation/01_requirements.tex b/src/02_product-documentation/01_requirements.tex
deleted file mode 100644
index d29761c2ead540b644afa2b17a5b923548eb2695..0000000000000000000000000000000000000000
--- a/src/02_product-documentation/01_requirements.tex
+++ /dev/null
@@ -1,3 +0,0 @@
-\chapter{Requirements}
- \input{02_product-documentation/01_requirements/01_functional-requirements}
- \input{02_product-documentation/01_requirements/02_non-functional-requirements}
diff --git a/src/02_product-documentation/03_architecture.tex b/src/02_product-documentation/03_architecture.tex
deleted file mode 100644
index 7290a63341c1a86cb9c6807680b1ada08a34de98..0000000000000000000000000000000000000000
--- a/src/02_product-documentation/03_architecture.tex
+++ /dev/null
@@ -1,7 +0,0 @@
-\chapter{Architecture}
- This chapter explores the main structure of the project.
-
- \input{02_product-documentation/03_architecture/project-architecture}
- \input{02_product-documentation/03_architecture/c4-diagrams}
- \input{02_product-documentation/03_architecture/data-flow}
- \input{02_product-documentation/03_architecture/toolstack}
diff --git a/src/02_product-documentation/architecture.tex b/src/02_product-documentation/architecture.tex
new file mode 100644
index 0000000000000000000000000000000000000000..720fb40b99153fc1cd8d7518650095158116a483
--- /dev/null
+++ b/src/02_product-documentation/architecture.tex
@@ -0,0 +1,7 @@
+\chapter{Architecture}
+ This chapter explores the main structure of the project.
+
+ \input{02_product-documentation/architecture/project-architecture}
+ \input{02_product-documentation/architecture/c4-diagrams}
+ \input{02_product-documentation/architecture/data-flow}
+ \input{02_product-documentation/architecture/toolstack}
diff --git a/src/02_product-documentation/03_architecture/c4-diagrams.tex b/src/02_product-documentation/architecture/c4-diagrams.tex
similarity index 100%
rename from src/02_product-documentation/03_architecture/c4-diagrams.tex
rename to src/02_product-documentation/architecture/c4-diagrams.tex
diff --git a/src/02_product-documentation/03_architecture/data-flow.tex b/src/02_product-documentation/architecture/data-flow.tex
similarity index 100%
rename from src/02_product-documentation/03_architecture/data-flow.tex
rename to src/02_product-documentation/architecture/data-flow.tex
diff --git a/src/02_product-documentation/03_architecture/project-architecture.tex b/src/02_product-documentation/architecture/project-architecture.tex
similarity index 100%
rename from src/02_product-documentation/03_architecture/project-architecture.tex
rename to src/02_product-documentation/architecture/project-architecture.tex
diff --git a/src/02_product-documentation/03_architecture/toolstack.tex b/src/02_product-documentation/architecture/toolstack.tex
similarity index 100%
rename from src/02_product-documentation/03_architecture/toolstack.tex
rename to src/02_product-documentation/architecture/toolstack.tex
diff --git a/src/02_product-documentation/limitations.tex b/src/02_product-documentation/limitations.tex
new file mode 100644
index 0000000000000000000000000000000000000000..b11aae5a4deccf736020fff145bdc2f898d162f2
--- /dev/null
+++ b/src/02_product-documentation/limitations.tex
@@ -0,0 +1,18 @@
+\chapter{Limitations}
+ This chapter describes the limitations of the SmartEating chatbot.
+
+ \section{Audio limitations}
+ For optimal performance, users must speak loudly and clearly when interacting with the chatbot.
+ This ensures accurate audio transcription and reduces the likelihood of misinterpretations.
+
+ The assistants may struggle to transcribe the audio recorded in noisy environments effectively.
+ For the best experience, users should use the application in a quiet setting to avoid background noise interference.
+
+ A quiet environment is also required for the assistants to pick up when the user stops speaking.
+
+ \section{Recipe selection limitation}
+ Once a recipe is selected within the chatbot, it cannot be changed.
+
+ \section{Language limitations}
+ The chatbot currently supports only English for both text messages and audio messages.
+ Therefore, users should only interact with the chatbot in English.
diff --git a/src/02_product-documentation/04_quality-measures.tex b/src/02_product-documentation/quality-measures.tex
similarity index 50%
rename from src/02_product-documentation/04_quality-measures.tex
rename to src/02_product-documentation/quality-measures.tex
index 98627b8550f42108f7b7eca4578868aae5bbd906..13063372c519c4747ec468532e18332d9166b228 100644
--- a/src/02_product-documentation/04_quality-measures.tex
+++ b/src/02_product-documentation/quality-measures.tex
@@ -2,7 +2,7 @@
Quality measures are critical indicators used to evaluate the effectiveness and efficiency of software development, encompassing various metrics that
assess the software's functionality, performance, security, maintainability, and other key factors.
- \input{02_product-documentation/04_quality-measures/guidelines}
- \input{02_product-documentation/04_quality-measures/build-tools}
- \input{02_product-documentation/04_quality-measures/test-strategy}
- \input{02_product-documentation/04_quality-measures/assistant-comparison}
+ \input{02_product-documentation/quality-measures/guidelines}
+ \input{02_product-documentation/quality-measures/build-tools}
+ \input{02_product-documentation/quality-measures/test-strategy}
+ \input{02_product-documentation/quality-measures/assistant-comparison}
diff --git a/src/02_product-documentation/04_quality-measures/assistant-comparison.tex b/src/02_product-documentation/quality-measures/assistant-comparison.tex
similarity index 100%
rename from src/02_product-documentation/04_quality-measures/assistant-comparison.tex
rename to src/02_product-documentation/quality-measures/assistant-comparison.tex
diff --git a/src/02_product-documentation/04_quality-measures/build-tools.tex b/src/02_product-documentation/quality-measures/build-tools.tex
similarity index 100%
rename from src/02_product-documentation/04_quality-measures/build-tools.tex
rename to src/02_product-documentation/quality-measures/build-tools.tex
diff --git a/src/02_product-documentation/04_quality-measures/guidelines.tex b/src/02_product-documentation/quality-measures/guidelines.tex
similarity index 100%
rename from src/02_product-documentation/04_quality-measures/guidelines.tex
rename to src/02_product-documentation/quality-measures/guidelines.tex
diff --git a/src/02_product-documentation/04_quality-measures/test-strategy.tex b/src/02_product-documentation/quality-measures/test-strategy.tex
similarity index 100%
rename from src/02_product-documentation/04_quality-measures/test-strategy.tex
rename to src/02_product-documentation/quality-measures/test-strategy.tex
diff --git a/src/02_product-documentation/requirements.tex b/src/02_product-documentation/requirements.tex
new file mode 100644
index 0000000000000000000000000000000000000000..91153a4faf36f2e5d76d1d232850a568e56ecbb6
--- /dev/null
+++ b/src/02_product-documentation/requirements.tex
@@ -0,0 +1,3 @@
+\chapter{Requirements}
+ \input{02_product-documentation/requirements/functional-requirements}
+ \input{02_product-documentation/requirements/non-functional-requirements}
diff --git a/src/02_product-documentation/01_requirements/01_functional-requirements.tex b/src/02_product-documentation/requirements/functional-requirements.tex
similarity index 100%
rename from src/02_product-documentation/01_requirements/01_functional-requirements.tex
rename to src/02_product-documentation/requirements/functional-requirements.tex
diff --git a/src/02_product-documentation/01_requirements/02_non-functional-requirements.tex b/src/02_product-documentation/requirements/non-functional-requirements.tex
similarity index 100%
rename from src/02_product-documentation/01_requirements/02_non-functional-requirements.tex
rename to src/02_product-documentation/requirements/non-functional-requirements.tex
diff --git a/src/03_project-documentation/02_project-plan.tex b/src/03_project-documentation/02_project-plan.tex
deleted file mode 100644
index dec36413425e8dc06ae7b093dc108ff5c715c4a2..0000000000000000000000000000000000000000
--- a/src/03_project-documentation/02_project-plan.tex
+++ /dev/null
@@ -1,9 +0,0 @@
-\chapter{Project Plan}
- The project plan outlines the resources, roles and processes required for the successful completion.
- It goes into detail which risks I expect and how I have laid out the long term plan.
-
- \input{03_project-documentation/02_project-plan/01_resources}
- \input{03_project-documentation/02_project-plan/02_roles}
- \input{03_project-documentation/02_project-plan/03_processes-meetings}
- \input{03_project-documentation/02_project-plan/04_risk-management}
- \input{03_project-documentation/02_project-plan/05_long-term-plan}
diff --git a/src/03_project-documentation/01_initial-project-description.tex b/src/03_project-documentation/initial-project-description.tex
similarity index 100%
rename from src/03_project-documentation/01_initial-project-description.tex
rename to src/03_project-documentation/initial-project-description.tex
diff --git a/src/03_project-documentation/05_meeting-notes.tex b/src/03_project-documentation/meeting-notes.tex
similarity index 100%
rename from src/03_project-documentation/05_meeting-notes.tex
rename to src/03_project-documentation/meeting-notes.tex
diff --git a/src/03_project-documentation/04_personal-reports.tex b/src/03_project-documentation/personal-reports.tex
similarity index 100%
rename from src/03_project-documentation/04_personal-reports.tex
rename to src/03_project-documentation/personal-reports.tex
diff --git a/src/03_project-documentation/project-plan.tex b/src/03_project-documentation/project-plan.tex
new file mode 100644
index 0000000000000000000000000000000000000000..7edfdacfb1b43017f7cdfc4ed606e7315898ffe2
--- /dev/null
+++ b/src/03_project-documentation/project-plan.tex
@@ -0,0 +1,9 @@
+\chapter{Project Plan}
+ The project plan outlines the resources, roles and processes required for the successful completion.
+ It goes into detail which risks I expect and how I have laid out the long term plan.
+
+ \input{03_project-documentation/project-plan/resources}
+ \input{03_project-documentation/project-plan/roles}
+ \input{03_project-documentation/project-plan/processes-meetings}
+ \input{03_project-documentation/project-plan/risk-management}
+ \input{03_project-documentation/project-plan/long-term-plan}
diff --git a/src/03_project-documentation/02_project-plan/05_long-term-plan.tex b/src/03_project-documentation/project-plan/long-term-plan.tex
similarity index 100%
rename from src/03_project-documentation/02_project-plan/05_long-term-plan.tex
rename to src/03_project-documentation/project-plan/long-term-plan.tex
diff --git a/src/03_project-documentation/02_project-plan/03_processes-meetings.tex b/src/03_project-documentation/project-plan/processes-meetings.tex
similarity index 100%
rename from src/03_project-documentation/02_project-plan/03_processes-meetings.tex
rename to src/03_project-documentation/project-plan/processes-meetings.tex
diff --git a/src/03_project-documentation/02_project-plan/01_resources.tex b/src/03_project-documentation/project-plan/resources.tex
similarity index 100%
rename from src/03_project-documentation/02_project-plan/01_resources.tex
rename to src/03_project-documentation/project-plan/resources.tex
diff --git a/src/03_project-documentation/02_project-plan/04_risk-management.tex b/src/03_project-documentation/project-plan/risk-management.tex
similarity index 100%
rename from src/03_project-documentation/02_project-plan/04_risk-management.tex
rename to src/03_project-documentation/project-plan/risk-management.tex
diff --git a/src/03_project-documentation/02_project-plan/02_roles.tex b/src/03_project-documentation/project-plan/roles.tex
similarity index 100%
rename from src/03_project-documentation/02_project-plan/02_roles.tex
rename to src/03_project-documentation/project-plan/roles.tex
diff --git a/src/03_project-documentation/03_time-tracking-report.tex b/src/03_project-documentation/time-tracking-report.tex
similarity index 100%
rename from src/03_project-documentation/03_time-tracking-report.tex
rename to src/03_project-documentation/time-tracking-report.tex
diff --git a/src/main.tex b/src/main.tex
index dd7fa3cf04772f57350f318a889d1ac71bf69d3e..fe5a6fb69964ec32950635f3642782786ac52474 100644
--- a/src/main.tex
+++ b/src/main.tex
@@ -29,17 +29,18 @@
\part{Product Documentation}
-\input{02_product-documentation/01_requirements}
-\input{02_product-documentation/03_architecture}
-\input{02_product-documentation/04_quality-measures}
+\input{02_product-documentation/requirements}
+\input{02_product-documentation/architecture}
+\input{02_product-documentation/quality-measures}
+\input{02_product-documentation/limitations}
\part{Project Documentation}
-\input{03_project-documentation/01_initial-project-description}
-\input{03_project-documentation/02_project-plan}
-\input{03_project-documentation/03_time-tracking-report}
-\input{03_project-documentation/04_personal-reports}
-\input{03_project-documentation/05_meeting-notes}
+\input{03_project-documentation/initial-project-description}
+\input{03_project-documentation/project-plan}
+\input{03_project-documentation/time-tracking-report}
+\input{03_project-documentation/personal-reports}
+\input{03_project-documentation/meeting-notes}
\part{Bibliography}
\input{bibliography}