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05 / GTM engineering · Outbound systems

GTM Signal Engine

A Python engine that turns a company list into a scored, personalized outbound list.

Status

Open project

Role

Builder

Overview

For each account it pulls public buying signals (open GTM roles from Greenhouse, Lever, Ashby and Workable, tech stack, homepage SEO gaps), scores it against an ICP, writes a signal-based first line, and exports a CSV ready for Instantly or Smartlead.

Skills + tools

How I worked

Skills developed
GTM engineeringAPI integrationLead scoringPython automation
Tools used
PythonATS APIsClaudeCSV export
Selected work

What I worked on

Hiring signal

Detects the ATS and flags open GTM, growth, RevOps and SDR roles.

Stack signal

Detects HubSpot, Salesforce, Segment, Mixpanel, Webflow, WordPress and more.

Site gaps

Finds missing meta descriptions, H1s, schema and alt text to use as concrete openers.

Tested

Run on 40 B2B SaaS accounts; it surfaced live GTM engineer openings at Attio, Clay and Vercel.