# Koe Syndicate

An AI sales-development system built around lead discovery, qualification, scoring, and outreach. Described around 34 specialist agents, Python, Gemini, Google Cloud, BigQuery, and ElevenLabs.

## Problem
Turning scattered business information into useful leads and outreach requires a fragmented manual workflow.

## Build and contribution
Saurav Shankar reports building most of the core system hands-on, connecting Python agent workflows, data processing, and an operations console. The system is described as coordinating specialist responsibilities around shared business context.

## Recognition and status
Google Cloud Gen AI APAC Edition Cohort 2: Top 10 finalist across APAC and Top 100 Elite Recognition, as directly reported by Saurav. This is not an overall event win. An official named-team certificate link is not yet attached. A public repository and working public demo are not currently supplied. Performance multipliers are omitted because independent benchmark methodology is unavailable.

[Portfolio](https://saurav-shankar-human-system.truecalf8.chatgpt.site/)
