Automated Email Follow-Up Workflow with Vector Contact SearchAutomated Email Follow-Up Workflow with Vector Contact Search
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
When a sales team has to write dozens of follow up messages, the process becomes a bottleneck and errors creep in. People copy paste generic lines, miss personal details and end up chasing the same prospect twice. The cost is lost revenue and wasted hours.I built a three stage workflow that removes the guess work. First a manual run reads a Google Docs list of contacts, splits the text into bite size chunks and creates embeddings with OpenAI. Those vectors land in a Pinecone store wher a semantic query can fetch the exact record needed for a conversation. Next an AI agent calls the vector store, pulls the contact profile and asks GPT 4o to draft a message that references recent activity and the prospect name. The draft is handed to a second flow that runs GPT 4o mini to polish formatting and then pushes the email through Gmail. The design includes retries for API timeouts, exponential backoff for Gmail rate limits and logging of each step so you can audit ROI per campaign.
What part of your email outreach pipeline hurts the most, data collection, content creation or delivery, and how have you tried to fix it?
Post image
Back to feed
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started