Inspiration
Sales outreach is still fragmented across many different tools. Finding companies, researching them, writing personalized messages, making calls, and following up usually requires multiple platforms and a lot of manual work.
I wanted to build a single AI agent that can perform this workflow from start to finish.
What it does
SandraOps automates the outbound sales process:
- Finds target companies
- Researches businesses and contacts
- Generates personalized outreach
- Makes AI voice calls
- Analyzes call outcomes
- Creates personalized follow-up emails
The goal is to let one AI agent handle the repetitive parts of outbound sales while keeping a human in control when needed.
How we built it
SandraOps is built with Python, Flask, PostgreSQL, Redis, Docker, Twilio, and OpenAI APIs.
The project uses GPT-5.x models and Codex for reasoning, code generation, workflow automation, and AI voice conversations.
Challenges
The biggest challenge was building reliable real-time AI phone calls with natural conversations while keeping the entire outbound workflow connected from discovery to follow-up.
What's next
We plan to improve autonomous sales workflows, expand voice capabilities, and support more communication channels.
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