Collect the prospect and relevant context.
LLM WORKFLOWLANGCHAINLLAMA 3GROQ
PITCH
PILOT.
An AI-assisted cold email generator built to reduce repetitive drafting work while keeping the output focused on context.
01 / AT A GLANCE
TURN CONTEXT INTO A FIRST DRAFT.
Feed the system relevant context, run it through an LLM workflow, and get a usable cold-email draft quickly.
02 / WORKFLOW
Structure context into a focused generation workflow.
Use LLaMA 3 70B through Groq for generation.
LangChain provides the workflow layer.
Streamlit keeps the experiment easy to use.
Designed to reduce repetitive drafting effort.
03 / ENGINEERING NOTES
INPUT
Collect the prospect and relevant context.
PROMPT
Structure context into a focused generation workflow.
MODEL
Use LLaMA 3 70B through Groq for generation.
ORCHESTRATION
LangChain provides the workflow layer.
04 / WHAT I LEARNED
This was an exploration of integrating an LLM into a product workflow: context, prompting, latency, output quality and user feedback matter.
SOURCE
Explore the implementation and project history in the repository.