diff --git a/paper/src/auto/main.el b/paper/src/auto/main.el
index c820d3f..3e186b1 100644
--- a/paper/src/auto/main.el
+++ b/paper/src/auto/main.el
@@ -13,6 +13,9 @@
     "chapters/01-intro"
     "chapters/02-literature-review"
     "chapters/03-methodology"
+    "chapters/04-results"
+    "chapters/05-discussion"
+    "chapters/06-conclusion"
     "../build/concatenated_code"
     "acmart"
     "acmart10")
diff --git a/paper/src/chapters/03-methodology.tex b/paper/src/chapters/03-methodology.tex
index 1ca5920..2c13011 100644
--- a/paper/src/chapters/03-methodology.tex
+++ b/paper/src/chapters/03-methodology.tex
@@ -5,6 +5,11 @@
 
 Mathematical formalization of agent-induced pricing distortions. Formal definition of potential loss mechanisms $\alpha D$
 
+We consider a business across time during which we have an evolving vector $p_t \in \Re^N$ where $N$ is the number of products in our catalogue. our price vector is directly dependent on a demand function $q_t$ which we define as a linear method of a price elasticity matrix $B_t$. This is the same setup that Microsoft created in their research.
+
+We gether interaction data from users interacting with a sample platform simulating a hotel/airline which generates interaction distributions $I_t = \{(p_t, q_t^\text{obs}, \pi_t)\}_{t=1}^T$
+
+
 \subsection{Cost of Information Framework}
 
 Mathematical demonstration and validation of the COI and citation backed evidence, and framework overview + show harm to user via other cost distortions. Maybe split into 3.2.1 (COI Theory) and 3.2.2 (Framework Design)
@@ -34,7 +39,7 @@ Mathematical demonstration and validation of the COI and citation backed evidenc
 
 % Optional background
 \begin{scope}[on background layer]
-  \node[draw, rounded corners, fill=orange!5, fit=(kafka) (topics), inner sep=0.3cm] {};
+  \node[draw, rounded corners, fill=orange!5, fit=(kafka), inner sep=0.3cm] {};
 \end{scope}
 \end{tikzpicture}
 \caption{Technical Diagram}
diff --git a/paper/src/chapters/04-results.tex b/paper/src/chapters/04-results.tex
new file mode 100644
index 0000000..ca57292
--- /dev/null
+++ b/paper/src/chapters/04-results.tex
@@ -0,0 +1,16 @@
+\section{Results}
+
+\subsection{Behavioral Analysis}
+
+Include markov chains of transition matrices, compare distributions (look at Divergence metrics)
+
+
+\subsection{Experimental Outcomes}
+
+Align with defined objectives, show results and statistical significance (or not).
+
+
+\subsection{Interpretation and Insights}
+Inference from given patterns and show key findings.
+
+\subsection{Anomalies}
diff --git a/paper/src/chapters/05-discussion.tex b/paper/src/chapters/05-discussion.tex
new file mode 100644
index 0000000..a2052a1
--- /dev/null
+++ b/paper/src/chapters/05-discussion.tex
@@ -0,0 +1,9 @@
+\section{Discussion}
+
+\subsection{Risk Assessment and Limitations}
+
+Acknowledge risks and constraints and data sizes.
+
+\subsection{Implications of Findings}
+
+Interpretation of results and altenrative scenarios with broader market implications.
diff --git a/paper/src/chapters/06-conclusion.tex b/paper/src/chapters/06-conclusion.tex
new file mode 100644
index 0000000..f923a49
--- /dev/null
+++ b/paper/src/chapters/06-conclusion.tex
@@ -0,0 +1,8 @@
+\section{Conclusion}
+
+\subsection{Summary of contributions }
+Restate the thesis and key findings with validation of research objectives.
+
+\subsection{Future Works and Next Steps}
+
+Identify the research gaps here and potential business implications and setup of business + Proposed extensions and a long term agenda.
diff --git a/paper/src/main.tex b/paper/src/main.tex
index 072eeab..80699a2 100644
--- a/paper/src/main.tex
+++ b/paper/src/main.tex
@@ -37,6 +37,9 @@ The primary objective of this thesis is to develop and validate pricing heuristi
 \input{chapters/01-intro}
 \input{chapters/02-literature-review}
 \input{chapters/03-methodology}
+\input{chapters/04-results}
+\input{chapters/05-discussion}
+\input{chapters/06-conclusion}
 
 
 \printbibliography