diff --git a/.gitignore b/.gitignore
index 5742e6e..5d11340 100644
--- a/.gitignore
+++ b/.gitignore
@@ -17,7 +17,6 @@ __pycache__/
 
 # Distribution / packaging
 .Python
-build/
 develop-eggs/
 dist/
 downloads/
@@ -198,9 +197,6 @@ coverage/
 /src/ui/.next/
 /src/ui/out/
 
-# production
-build/
-
 # misc
 *.pem
 
diff --git a/build/Containerfile b/build/Containerfile
new file mode 100644
index 0000000..72ff799
--- /dev/null
+++ b/build/Containerfile
@@ -0,0 +1,48 @@
+ARG PYTHON=3.13
+
+# Use a multi-stage build to create a lightweight production image
+FROM docker.io/python:${PYTHON}-slim as builder
+
+# Copy repository files
+COPY / /src
+
+# Create a venv and install guidellm
+RUN python3 -m venv /opt/guidellm \
+    && /opt/guidellm/bin/pip install --no-cache-dir /src
+
+# Copy entrypoint script into the venv bin directory
+RUN install -m0755 /src/build/entrypoint.sh /opt/guidellm/bin/entrypoint.sh
+
+# Prod image
+FROM docker.io/python:${PYTHON}-slim
+
+# Copy the virtual environment from the builder stage
+COPY --from=builder /opt/guidellm /opt/guidellm
+
+# Add guidellm bin to PATH
+ENV PATH="/opt/guidellm/bin:$PATH"
+
+# Create a non-root user
+RUN useradd -md /results guidellm
+
+# Switch to non-root user
+USER guidellm
+
+# Set working directory
+WORKDIR /results
+
+# Metadata
+LABEL org.opencontainers.image.source="https://github.com/neuralmagic/guidellm"
+LABEL org.opencontainers.image.description="GuideLLM Benchmark Container"
+
+# Set the environment variable for the benchmark script
+# TODO: Replace with scenario environment variables
+ENV GUIDELLM_TARGET="http://localhost:8000" \
+    GUIDELLM_MODEL="neuralmagic/Meta-Llama-3.1-8B-Instruct-quantized.w4a16" \
+    GUIDELLM_RATE_TYPE="sweep" \
+    GUIDELLM_DATA="prompt_tokens=256,output_tokens=128" \
+    GUIDELLM_MAX_REQUESTS="100" \
+    GUIDELLM_MAX_SECONDS="" \
+    GUIDELLM_OUTPUT_PATH="/results/results.json"
+
+ENTRYPOINT [ "/opt/guidellm/bin/entrypoint.sh" ]
diff --git a/build/entrypoint.sh b/build/entrypoint.sh
new file mode 100755
index 0000000..d6ff4ea
--- /dev/null
+++ b/build/entrypoint.sh
@@ -0,0 +1,43 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+# Path to the guidellm binary
+guidellm_bin="/opt/guidellm/bin/guidellm"
+
+# If we receive any arguments switch to guidellm command
+if [ $# -gt 0 ]; then
+    echo "Running command: guidellm $*"
+    exec $guidellm_bin "$@"
+fi
+
+# Get a list of environment variables that start with GUIDELLM_
+args="$(printenv | cut -d= -f1 | grep -E '^GUIDELLM_')"
+
+# NOTE: Bash array + exec prevent shell escape issues
+CMD=("${guidellm_bin}" "benchmark")
+
+# Parse environment variables for the benchmark command
+for var in $args; do
+    # Remove GUIDELLM_ prefix
+    arg_name="${var#GUIDELLM_}"
+
+    # If there is an extra underscore at the
+    # start than this is a config variable
+    if [ "${arg_name:0:1}" == "_" ]; then
+        continue
+    fi
+
+    # Convert to lowercase
+    arg_name="${arg_name,,}"
+    # Replace underscores with dashes
+    arg_name="${arg_name//_/-}"
+
+    # Add the argument to the command array if set
+    if [ -n "${!var}" ]; then
+        CMD+=("--${arg_name}" "${!var}")
+    fi
+done
+
+# Execute the command
+echo "Running command: ${CMD[*]}"
+exec "${CMD[@]}"