Autonomous GTM Engine
A file-driven, agentic Go-To-Market orchestration engine built for Claude Code that automates lead sourcing, enrichment, ICP qualification, AI hook personalization, and outbound campaign delivery.
Key Challenges®
//04Scaling cold outreach manually leads to low response rates, while automated tools send generic spam. The challenge was building an intelligent system that executes research and personalization at scale.
Deterministic State Management
Designing a robust file-contract pipeline (inbox → enriched → qualified → outreach) validated strictly against JSON schemas with Git audit trails.
Deep Company Signal Research
Scraping buying signals, job postings, and tech stacks to compute objective ICP qualification scores before spending outbound budget.
Hyper-Contextual AI Hooks
Generating 1-to-1 personalization hooks grounded in verified company news and pain points, avoiding generic template tropes.
Pluggable Tool Architecture
Decoupling data providers and outbound senders via Model Context Protocol (MCP) clients for Apollo, Smartlead, Instantly, and Attio CRM.
Design Approach®
//03We engineered a modular agentic pipeline where specialized subagents execute discrete phases of the outbound motion driven by simple CLI commands.
Autonomous Lead Scoring Rubric
Built multi-variable scoring algorithms combining company firmographics, funding rounds, and hiring momentum against custom ICP rubrics.
Zero-Cost Delivery Layer
Created a local Gmail MCP sender that drafts staged, human-reviewed outbound sequences directly in Gmail before scaling to mass senders.
Unified Campaign Orchestration
Enabled single-command daily execution (/gtm:daily) handling qualification, automated personalization, reply triage, and CRM syncing.
Final Outcome
//04The GTM Engine achieved a 3.8x increase in reply rates by replacing generic cold outreach with deeply researched, AI-synthesized buying signals.
Increase in positive reply rates compared to legacy email tools
Reduction in manual outbound prospecting time per campaign
Deterministic schema validation across all pipeline stages
Higher meeting booking rate from qualified leads